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\title{DaT 모델 구조 비교와 실험 판단}
\author{DaT Research}
\maketitle
작성: Astra | 2026-09-13 | validation 중심 연구 기록\par


자료 고정: 2026-09-13 04:02 UTC. 구조 78개, 평가 기록 190개. 팀원 자료 조회: 2026-09-13 02:36 UTC.\par




\section*{이 문서로 판단할 것}
어떤 블록을 바꿨고, 같은 조건에서 무엇이 달라졌는지를 먼저 본다. 좋은 점수를 낸 구조를 나열하는 것과 그 구조가 좋아진 원인을 검증하는 것은 다른 작업이다. 이 보고서는 현재 원장과 공개 허용 집계의 고정 사본이다. 실시간 진행은 dat.seonukkim.com에서 확인한다.\par


기준은 raw 반사쌍 CNN, width 24, dropout 0.2, seed 11001의 개발 5-fold log loss 0.251181이다. 이는 후속 구조 대조의 기준이지, 이 모델의 보편적 우위나 최종 제출 선정을 뜻하지 않는다.\par


\begin{itemize}
\item 구조 설정별 블록도와 모든 평가 기록은 부록 A와 B에 있다. 같은 블록 설정이라도 학습률, seed, 증강, 종료 규칙은 다를 수 있다.
\item 팀원 공개 계열과 정보가 공개되지 않은 부분은 부록 C에서 구분한다.
\item 연구 판단은 validation log loss가 낮을수록 좋다. pilot, 부분 CV, 전체 CV, holdout, LB는 서로 다른 평가 범위다.
\item 환자별 정보, 영상, 예측과 가중치는 포함하지 않는다. 원자료 계산은 네트워크가 차단된 로컬 실행기가 맡는다.
\item 실험 중 seed 확장과 앙상블 탐색은 중단한 정책이다. 과거 22-member 결과는 역사 기록이며 현재 추천이 아니다.\end{itemize}


\section*{핵심 결론}
정규화 제거는 일부 fold에서 유망했지만 확인 fold에서 같은 이득이 재현되지 않았다. S1 해상도 결합, S2 추가 저역통과, S3 Brier 목적은 기준을 개선하지 못했다. dropout을 무조건 낮춰야 한다는 가정도 직접 대조와 맞지 않는다.\par


다음 우선순위는 같은 단일 모델에 대해 두 뷰 BCE와 두 뷰 BCE+JS를 분리 비교하는 것이다. 최신 정규화나 Transformer는 이름이 아니라 해당 블록의 역할, 데이터 적합성, 학습 가능 예산을 근거로 검토한다.\par


\clearpage
\section*{1. 입력에서 확률까지: 바뀐 곳을 찾기}
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기준 CNN의 stem은 Conv3d+GroupNorm+SiLU다. 잔차 body 채널은 W, 2W, 2W, 4W이고 총 stride는 4다. 평균과 최대 spatial pool 2$\times$2$\times$2를 이어 64W차원 특징을 만든다. W=24이면 1,536차원이다. 일반 head의 LayerNorm 위치를 Transformer의 Pre-LN과 혼동하면 안 된다.\par


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\end{tikzpicture}\end{adjustbox}\end{center}


raw 반사쌍은 x와 좌우 반사 x를 같은 encoder에 통과시킨다. 평균 특징과 절댓값 차이를 연결한 뒤 Dropout과 Linear로 1개 logit을 낸다. W=24이면 결합 특징은 3,072차원이다. head LayerNorm은 없지만 body의 GroupNorm은 남는다.\par


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\toprule
변경 위치 & 직접 질문 & 적절한 대조\\
\midrule\endhead
입력/전처리 & 중심, spacing, 강도 정보가 유용한가 & 동일 모델과 학습 recipe에서 입력 규칙만 변경\\
encoder & 깊이, 수용영역, 다운샘플링이 유용한가 & head를 유지하고 stage/stride 변경\\
pooling/fusion & 공간 위치나 비대칭을 보존해야 하는가 & 같은 특징에서 GAP/SPP 또는 mean/diff 비교\\
head 정규화 & 특징 크기 제거가 손해인가 & 같은 fusion의 LN 유무 비교\\
학습 목적 & 증강 일관성이 일반화를 돕는가 & 두 뷰 BCE를 유지하고 JS 항만 추가\\
\bottomrule\end{longtable}}


\clearpage
\section*{2. 통제 수준을 구분한 결과표}
손실 차이 $\Delta$는 후보 LL에서 기준 LL을 뺀 값이다. 음수이면 후보가 좋다. 유한 자원의 단일 실행 비교이며, 원인의 일반적 법칙이나 통계적 유의성을 주장하지 않는다.\par


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\toprule
후보 & 통제 수준 & 기준 LL & 후보 LL & $\Delta$ / 범위\\
\midrule\endhead
같은 범위를 2mm로 더 촘촘하게 보기 & B/입력 묶음 & 0.25810 & 0.25680 & -0.00130 / 5-fold\\
반사 특징 크기를 유지하는 정규화 제거 대조 & A/2-fold & 0.25673 & 0.23500 & -0.02173 / 2-fold\\
반사 차이 모델의 전체 fold 확인 & B/전체 구조 & 0.25812 & 0.25118 & -0.00694 / 5-fold\\
 2 mm 입력과 raw 반사 차이 결합 & B/입력 묶음 & 0.25118 & 0.29733 & +0.04615 / 5-fold\\
 반사 CNN 내부 축소 전 고정 저역통과 & A/내부 필터 & 0.25118 & 0.26129 & +0.01011 / 5-fold\\
 반사 CNN의 BCE + 0.1 Brier 학습 & A/목적 & 0.25118 & 0.25294 & +0.00176 / 5-fold\\
\bottomrule\end{longtable}}


A 수준: 같은 split/seed/recipe를 묶은 단일 변경 비교. B 수준: 둘 이상의 구조 요소가 바뀌었거나 pilot만 존재. C 수준: 탐색 후 선택 또는 외부 결과. A에서도 dropout의 RNG 소비, 조기 종료, 커널 비결정성은 남을 수 있다. 동일 seed가 모든 증강 샘플의 일치를 보장하지 않는다.\par


raw의 전체 5-fold와 plain CNN 비교는 모델 묶음의 차이다. head LN 제거의 직접 근거는 normalized/raw의 fold 1,3 비교로 한정된다. 원래의 확인 fold 0,2,4에서 gain -0.00949였으므로 해당 승격을 보류한 판단을 유지한다.\par


상위 설정의 최저값만 보고 효과를 계산하지 않는다. 부록의 점수 범위는 관측 기록의 최소/최대이며 신뢰구간이 아니다.\par


\clearpage
\section*{3. 같은 기준에서 본 손익과 다음 행동}
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\node[anchor=west,font=\small] at (0.20909084801503103,-5) {0.25242};
\end{tikzpicture}\end{adjustbox}\\{\small 막대 길이는 LL - 0.24. 짧을수록 좋음.}\end{center}


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head dropout & 완료 fold & pooled LL & $\Delta$ vs p=0.2 & 판정\\
\midrule\endhead
0.0 & 5/5 & 0.274978 & +0.023797 & 감소 후보 기각\\
0.1 & 5/5 & 0.252424 & +0.001243 & 감소 후보 기각\\
\bottomrule\end{longtable}}


S1의 높은 train loss는 최적화 부족의 단서다. 그렇다고 해상도 자체가 문제라고 확정하거나 학습률만 바꾸면 회복된다고 예측할 수는 없다. 재시도하려면 이전 실패를 보존하고, 학습률 또는 warm-up 중 하나만 바꾸는 예산 제한 대조로 명세를 새로 만든다.\par


S2는 입력 anti-alias가 이미 적용된 상태에서 CNN 내부 필터를 추가한 실험이다. 이 음성 결과가 입력 anti-alias의 필요성을 반박하지 않는다. 추가 평활로 정보가 손실됐다는 설명도 아직 가설이다.\par


S3의 평균 손실 악화는 0.00176이다. fold 0,1,2는 좋아지고 3,4는 나빠졌다. 이 다섯 값으로 잡음 하한 $\pm$0.01이나 pooled 검출력을 산출할 수 없다. 채택 임계 0.003은 우선순위를 위한 실용 기준이다.\par


\clearpage
\section*{4. 상관과 인과: 무엇이 아직 분리되지 않았는가}
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\end{tikzpicture}\end{adjustbox}\end{center}


구조 A와 손실 Y 사이에는 학습 recipe, split, seed, 선택 과정이 함께 작용한다. 구조를 바꿀 때 epoch나 전처리도 바꾸면 효과가 섞인다. 수십 후보 중 최저 validation만 선택한 뒤 그 점수로 개선을 다시 평가하면 선택 편향이 생긴다.\par


\begin{itemize}
\item fold별 paired $\Delta$를 보존한다. pooled OOF는 fold 표본 수를 반영하며 단순 fold 평균과 다를 수 있다.
\item fold 학습 집합이 겹치므로 5개 fold를 독립 표본으로 취급한 유의성 주장을 피한다.
\item 같은 validation fold로 best epoch를 선택하고 그 fold 점수를 보고하므로 선택 노출이 남는다.
\item 작은 반복 개선을 확신으로 바꾸지 않는다. 유망한 고정 recipe를 확인하는 별도 검증 단계를 계획한다.
\item holdout을 반복 조회하거나 공개 LB를 튜닝 목표로 쓰지 않는다. 이미 본 holdout은 선택 노출 기록에 남긴다.
\item 의료영상의 공간 정보, 방향, 강도 비율 보존은 설계 근거다. 임상적 인과관계 또는 질병 기전을 증명한 것은 아니다.\end{itemize}


\section*{반사쌍의 해석}
mean과 mean+absdiff는 좌우 반사에 대한 불변성을 공유한다. absdiff는 평균에 사라진 차이 정보를 보존한다. mean 대조에서 diff를 0으로 채우면 tensor/head 크기는 같아도 유효 입력 차원은 다르다. 순수한 정보 효과와 유효 용량 효과를 완전히 분리했다고 말할 수 없다.\par


\clearpage
\section*{5. 다음 통제실험: 입력 노출과 JS를 분리}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {v1 / 이동 v2};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 raw\\반사쌍 모델};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {logit1\\logit2};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {두 BCE 평균};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {B만 추가\\0.1 JS};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {평가 한 입력\\plain LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}


{\fontsize{9}{12}\selectfont\begin{longtable}{p{\dimexpr 0.25\linewidth-2\tabcolsep\relax}p{\dimexpr 0.25\linewidth-2\tabcolsep\relax}p{\dimexpr 0.25\linewidth-2\tabcolsep\relax}p{\dimexpr 0.25\linewidth-2\tabcolsep\relax}}
\toprule
조건 & 학습 입력 & 목적 & 평가\\
\midrule\endhead
기존 raw & 한 입력의 반사쌍 & BCE & 한 입력, plain log loss\\
A 두 뷰 대조 & v1, 이산 이동 v2 & 두 BCE의 평균 & 한 입력, plain log loss\\
B 두 뷰 JS & A와 동일 & A + 0.1 JS & 한 입력, plain log loss\\
\bottomrule\end{longtable}}


JS는 두 Bernoulli 분포 전체의 Jensen-Shannon divergence다. positive class만 넣은 KL이 아니다. 두 분기의 gradient를 유지하며 teacher, confidence threshold, test adaptation은 추가하지 않는다. 축별 -1/0/+1 voxel 이동에 replicate 경계를 써 반대편으로 감기는 wrap을 막는다.\par


판정: B가 A보다 전체 validation LL을 0.003 이상 개선하는지 확인하고 B와 기존 raw의 차이도 별도로 보고한다. 두 조건은 seed 11001, 같은 5-fold, 총 10개 새 job 상한이다. 두 뷰 처리로 늘어나는 시간도 함께 비교한다. B가 raw보다 좋아도 A보다 좋지 않으면 JS 고유 효과는 지지되지 않는다.\par


합성 검사는 극단 logit의 유한 gradient, JS 대칭성, 이동 경계, train/eval 분리, 저장/재개 계약과 실제 CPU trainer 경로를 검증했다. 합성 검사 통과는 실제 validation 개선의 증거가 아니다.\par


\clearpage
\section*{6. 최신 정규화와 모델: 우리 블록에 맞게 적용}
{\fontsize{9}{12}\selectfont\begin{longtable}{p{\dimexpr 0.33333\linewidth-2\tabcolsep\relax}p{\dimexpr 0.33333\linewidth-2\tabcolsep\relax}p{\dimexpr 0.33333\linewidth-2\tabcolsep\relax}}
\toprule
후보 & 논문이 다루는 것 & 우리 판단\\
\midrule\endhead
Pre-LN & residual branch 입력의 LN & 기존 ViT는 이미 norm\_\allowbreak{}first=True. final LN이 있어도 Post-LN으로 바뀌지 않음\\
RMSNorm & 평균 제거 없이 RMS로 스케일 조절 & LLM의 속도 개선을 작은 CNN에 그대로 적용하지 않음\\
Peri-LN & branch 입력과 출력 정규화 & 최종 head LN 추가와 다름. 깊은 LLM 근거를 작은 영상 모델에서 재검증\\
DyT / Derf & 학습 가능한 원소별 tanh / erf 변환 & LayerNorm 대체 근거. GroupNorm 제거를 일괄 정당화하지 않음\\
작은 ViT / 적격 사전학습 & 데이터 효율과 전이 표현 & CNN과 같은 split에서 frozen/부분 fine-tune/전체 fine-tune 비용을 구분\\
\bottomrule\end{longtable}}


Pre-LN의 초기 gradient 안정성과 일부 설정의 warm-up 생략은 \href{https://proceedings.mlr.press/v119/xiong20b.html}{Xiong et al., ICML 2020}의 결과다. warm-up이 항상 불필요하다는 뜻은 아니다. \href{https://arxiv.org/abs/1910.07467}{RMSNorm, NeurIPS 2019}과 \href{https://arxiv.org/abs/2305.14858}{Pre-RMS/CRMSNorm, NeurIPS 2023}의 효율 주장은 각 비교 환경에 한정한다.\par


\href{https://arxiv.org/html/2502.02732v3}{Peri-LN, ICML 2025}, \href{https://arxiv.org/html/2503.10622v2}{DyT, CVPR 2025}, \href{https://openaccess.thecvf.com/content/CVPR2026/html/Chen_Stronger_Normalization-Free_Transformers_CVPR_2026_paper.html}{Derf, CVPR 2026}는 후속 후보의 근거다. 최신이라는 이유만으로 적용하지 않고 바꿀 위치와 직접 기준을 명시한다.\par


우리 from-scratch ViT의 저조한 탐색 기록은 특정 recipe의 결과다. 모든 Transformer나 적격 사전학습의 실패로 일반화하지 않는다. 현재 raw CNN에는 head LN이 없으므로 여기를 RMSNorm으로 바꾸는 것은 LN 대체가 아니라 정규화 재도입 실험이다.\par


\clearpage
\section*{7. TRIZ 방식의 모순 표와 실험 트리}
TRIZ의 모순 정리와 분리 원리를 차용한 연구 설계 보조 도구다. 정식 39$\times$39 공학 모순 행렬의 적용이나 성능 예측, 통계적 인과 증명으로 제시하지 않는다. 개념 출처: \href{https://aitriz.org/articles/TRIZ_Body_of_Knowledge.pdf}{Altshuller Institute, TRIZ Body of Knowledge}.\par


{\fontsize{9}{12}\selectfont\begin{longtable}{p{\dimexpr 0.25\linewidth-2\tabcolsep\relax}p{\dimexpr 0.25\linewidth-2\tabcolsep\relax}p{\dimexpr 0.25\linewidth-2\tabcolsep\relax}p{\dimexpr 0.25\linewidth-2\tabcolsep\relax}}
\toprule
동시에 원하는 것 & 충돌 위험 & 분리해서 시험할 설계 & 현재 근거\\
\midrule\endhead
위치 불변성과 좌우 비대칭 정보 & 강한 불변성이 차이를 지움 & mean과 absdiff 별도 특징, 작은 이동 JS & raw pilot 유망, 확인 제한\\
스케일 안정성과 특징 강도 보존 & 정규화가 유용한 크기를 지움 & body norm 유지, head norm만 제거 & LN 제거 pilot 양성\\
자세한 공간 정보와 적은 계산 & 고해상도가 최적화를 어렵게 함 & 2 mm 전체 대신 고정 상세 경로 검토 & S1/concat 현재 음성\\
alias 억제와 미세 특징 보존 & 중복 필터가 과평활할 수 있음 & 입력 anti-alias와 내부 필터 분리 & 입력 양성 pilot, S2 음성\\
일반화와 충분한 적합 & 정규화 강도 과소/과대 & dropout 단일 요인 직접 비교 & p=0 음성, 최신 표 참고\\
빠른 탐색과 믿을 수 있는 비교 & pilot 최저값에 선택 편향 & 선별과 고정 recipe 확인 단계 분리 & seed 불일치 실패 경험\\
\bottomrule\end{longtable}}


\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,text width=22mm,minimum height=14mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (root) at (0,0) {raw 기준\\정보 보존};
\node[draw=teal,fill=pale,text width=22mm,minimum height=14mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (input) at (48,25) {입력 / 필터};
\node[draw=teal,fill=pale,text width=22mm,minimum height=14mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (reg) at (48,0) {정규화 강도};
\node[draw=teal,fill=pale,text width=22mm,minimum height=14mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (cons) at (48,-25) {증강 일관성};
\node[draw=teal,fill=pale,text width=22mm,minimum height=14mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (fail1) at (98,25) {S1 / S2\\기각};
\node[draw=teal,fill=pale,text width=22mm,minimum height=14mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (fail2) at (98,0) {dropout 감소\\기각};
\node[draw=teal,fill=pale,text width=22mm,minimum height=14mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (ab) at (98,-25) {두 뷰 BCE\\대조 + JS};
\node[draw=teal,fill=pale,text width=22mm,minimum height=14mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (judge) at (148,-25) {전체 CV\\효과 / 비용};
\draw[-{Latex[length=1.3mm]},color=teal] (root.east) -- (input.west);
\draw[-{Latex[length=1.3mm]},color=teal] (root.east) -- (reg.west);
\draw[-{Latex[length=1.3mm]},color=teal] (root.east) -- (cons.west);
\draw[-{Latex[length=1.3mm]},color=teal] (input.east) -- (fail1.west);
\draw[-{Latex[length=1.3mm]},color=teal] (reg.east) -- (fail2.west);
\draw[-{Latex[length=1.3mm]},color=teal] (cons.east) -- (ab.west);
\draw[-{Latex[length=1.3mm]},color=teal] (ab.east) -- (judge.west);
\end{tikzpicture}\end{adjustbox}\end{center}


깊이 우선은 유망한 경로의 원인을 먼저 좁힌다는 뜻이다. 모든 경로를 GPU에 동시에 올리는 뜻은 아니다. 병렬화는 문헌 검토, 코드 검수, 합성 검사, CPU 진단에 사용하고, 단일 GPU의 실행은 자원 정책과 실험 간 간섭을 고려한다.\par


\clearpage
\section*{8. 팀원 결과를 적용하는 방법}
공개 사이트의 최신 고정 조회에서 선택값 0.227448은 15-checkpoint, 3-seed 평균이다. 단일 모델 0.227 또는 30-checkpoint로 표기하지 않는다. JS 단일 seed 전체 CV는 0.236867, 0.249963, 0.245372다. 공개 두 뷰 BCE 0.2430205와 JS 0.2368670의 차이는 우리 A/B 대조를 설계할 동기다.\par


팀원과 우리 split, preprocessing, 초기화, 탐색 노출이 완전히 같다는 근거가 없으므로 직접 순위나 우리 모델의 예상 향상량으로 쓰지 않는다. 부록 C의 22개 계열 설명은 공개된 블록 범위만 표시한다. 개별 과거 실험의 정확한 stage와 head가 미공개면 추측하지 않는다.\par


팀원 CV 0.24579에서 LB 0.3141로 벌어진 사례만으로 데이터 이동, 입력 경로 오류, 전처리 차이, 선택 편향 중 원인을 확정할 수 없다. data/의 빈 listing도 플랫폼의 지연 제공을 증명하지 않는다. 제출 코드가 실제 어떤 경로를 읽었는지에 대한 검증이 필요하다.\par


\section*{인간 피드백을 남기는 형식}
구조 ID 또는 가설 ID / 바꾸고 싶은 블록 / 기대하는 방향 / 비교할 기준 / 고정할 조건 / 허용 시간 / 기각 조건 순으로 의견을 남긴다. 예: raw-reflection의 head 정규화 재도입을 시험하되 body는 고정하고, 같은 5-fold에서 gain 0.003과 비용을 비교한다.\par


피드백은 계획, 구현, 합성 검수, 실제 실행, 완료, 채택으로 분리한다. 메모를 쓴 것, 큐를 등록한 것, 모델이 응답한 것을 학습 완료로 표시하지 않는다.\par


\section*{재현과 갱신}
부록 생성은 공개 허용 snapshot과 source-based architecture projection만 사용한다. 각 구조 ID는 축약 구조 설정의 식별자이며 전체 학습 recipe 지문과 다르다. 정확한 재학습에는 로컬의 split/recipe/source/uv.lock 지문이 함께 필요하다.\par


새 결과가 나오면 가설 원장, 연구 메모, 공개 작업 설명을 함께 갱신하고 보고서 생성기를 다시 실행한다. 보고서의 시각과 live dashboard 시각을 비교한다. 추가 holdout 조회, 제출, seed 확장은 이 문서로 승인되지 않는다.\par


\section*{추가 참고 원문}
\begin{itemize}
\item \href{https://proceedings.mlr.press/v97/zhang19a.html}{Anti-aliasing, ICML 2019}: 입력 resampling과 내부 filtering은 별도 조작으로 취급.
\item \href{https://iclr.cc/virtual_2020/poster_S1gmrxHFvB.html}{AugMix, ICLR 2020}: 증강 일관성 근거. 현재 두 뷰 JS는 AugMix 전체 재현이 아님.
\item \href{https://proceedings.mlr.press/v202/liu23aq.html}{Dropout Reduces Underfitting, ICML 2023}: dropout의 시점과 적합 상태에 따라 역할이 달라질 수 있음.\end{itemize}


\clearpage\section*{부록 A. 전체 구조 설정 카드}
구조 카드는 source projection이 구분한 설정 단위다. 같은 카드 안의 서로 다른 recipe 점수는 인과 대조가 아니다. 완료 기록이 없는 설정은 성능 미확인으로 남긴다. 내부 residual skip은 계열 설명을 함께 참조한다.
\subsection*{01. 2.5D CNN / 1c9f7c1e3ac08aae}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {35 slices\\3방향 stack};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {2D Conv\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {채널 16/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {독립 인코더 3개\\방향 특징 연결};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\FC};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {확률 / LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=16; size=64; slices=35; dropout=0.4\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.29799\textasciitilde{}0.29799\par}
{\fontsize{7}{9}\selectfont 기록 ID: a429c17d7a6ccff7\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{02. 2.5D CNN / 1ee52da5edba5fab}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {15 slices\\3방향 stack};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {2D Conv\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {채널 16/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {독립 인코더 3개\\방향 특징 연결};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\FC};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {확률 / LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=16; size=64; slices=15; dropout=0.2\par}
{\color{teal}\small fold 0 pilot 3개, LL 0.34491\textasciitilde{}0.38340\par}
{\fontsize{7}{9}\selectfont 기록 ID: 0eea6ff623ca2e20, 4e71fd2f759736c0, ab68d9506de1b1b9\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{03. 2.5D CNN / 2ee58a0775d59801}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {35 slices\\3방향 stack};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {2D Conv\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {채널 16/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {독립 인코더 3개\\방향 특징 연결};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\FC};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {확률 / LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=16; size=64; slices=35; dropout=0.1\par}
{\color{teal}\small 전체 CV 1개, LL 0.31502\textasciitilde{}0.31502 / fold 0 pilot 1개, LL 0.29979\textasciitilde{}0.29979\par}
{\fontsize{7}{9}\selectfont 기록 ID: 555f6c9e617ca795, bddc422854cfe245\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{04. 2.5D CNN / 6ad2cf8f7b6ed0f6}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {15 slices\\3방향 stack};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {2D Conv\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {채널 24/48/96};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {독립 인코더 3개\\방향 특징 연결};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\FC};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {확률 / LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=24; size=64; slices=15; dropout=0.2\par}
{\color{teal}\small 전체 CV 2개, LL 0.31354\textasciitilde{}0.32135\par}
{\fontsize{7}{9}\selectfont 기록 ID: 323d1a1ea530f4dd, cd0ccc3d65550339\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{05. 2.5D CNN / 72bec99e77b96255}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {35 slices\\3방향 stack};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {2D Conv\\W=12};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {채널 12/24/48};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {독립 인코더 3개\\방향 특징 연결};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\FC};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {확률 / LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=12; size=64; slices=35; dropout=0\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.29587\textasciitilde{}0.29587\par}
{\fontsize{7}{9}\selectfont 기록 ID: f87f31f9fd063225\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{06. 2.5D CNN / 7e6e56a6d56cc465}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {25 slices\\3방향 stack};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {2D Conv\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {채널 24/48/96};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {독립 인코더 3개\\방향 특징 연결};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\FC};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {확률 / LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=24; size=64; slices=25; dropout=0\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.34510\textasciitilde{}0.34510\par}
{\fontsize{7}{9}\selectfont 기록 ID: cc005c24a7cb5415\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{07. 2.5D CNN / 912909013040282d}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {35 slices\\3방향 stack};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {2D Conv\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {채널 16/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {독립 인코더 3개\\방향 특징 연결};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\FC};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {확률 / LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=16; size=64; slices=35; dropout=0\par}
{\color{teal}\small 전체 CV 2개, LL 0.30607\textasciitilde{}0.31577 / fold 0 pilot 1개, LL 0.31307\textasciitilde{}0.31307\par}
{\fontsize{7}{9}\selectfont 기록 ID: 0b21a8de729a4fb8, ddbb507d086550ab, ebfed3251441c068\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{08. 2.5D CNN / ae5e69242b31bcf8}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {15 slices\\3방향 stack};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {2D Conv\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {채널 16/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {독립 인코더 3개\\방향 특징 연결};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\FC};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {확률 / LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=16; size=64; slices=15; dropout=0.4\par}
{\color{teal}\small 전체 CV 1개, LL 0.34342\textasciitilde{}0.34342\par}
{\fontsize{7}{9}\selectfont 기록 ID: 1b0d56371c56ba33\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{09. 2.5D CNN / b0e21e22ad27a50b}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {15 slices\\3방향 stack};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {2D Conv\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {채널 16/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {독립 인코더 3개\\방향 특징 연결};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\FC};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {확률 / LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=16; size=64; slices=15; dropout=0\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.32815\textasciitilde{}0.32815\par}
{\fontsize{7}{9}\selectfont 기록 ID: 8a7afb0fa48a5b8c\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{10. 2.5D CNN / de154832ad94d35d}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {35 slices\\3방향 stack};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {2D Conv\\W=12};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {채널 12/24/48};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {독립 인코더 3개\\방향 특징 연결};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\FC};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {확률 / LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=12; size=64; slices=35; dropout=0.2\par}
{\color{teal}\small 전체 CV 1개, LL 0.33194\textasciitilde{}0.33194 / fold 0 pilot 2개, LL 0.31345\textasciitilde{}0.32615\par}
{\fontsize{7}{9}\selectfont 기록 ID: 3a4345d2fc04a3e2, b3df875370ffa407, d43d000819003987\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{11. 2.5D CNN / ee700b5f793170f2}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {35 slices\\3방향 stack};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {2D Conv\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {채널 16/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {독립 인코더 3개\\방향 특징 연결};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\FC};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {확률 / LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=16; size=64; slices=35; dropout=0.3\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.30586\textasciitilde{}0.30586\par}
{\fontsize{7}{9}\selectfont 기록 ID: 8629baf7b0c63e8e\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{12. 3D CNN / 012b13520572430e}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 24/48/48/96};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=rigid\_\allowbreak{}3mm\_\allowbreak{}v1; variant=base; loss=bce; width=24; size=64; dropout=0.2\par}
{\color{teal}\small 부분 CV 1개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: 9f2e5f97649a00b2\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{13. 3D CNN / 1bd8f08507574350}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 16/32/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.4};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce; width=16; size=64; dropout=0.4\par}
{\color{teal}\small 전체 CV 1개, LL 0.27457\textasciitilde{}0.27457 / fold 0 pilot 1개, LL 0.24492\textasciitilde{}0.24492\par}
{\fontsize{7}{9}\selectfont 기록 ID: 28effb4aadf245ee, 90e084121ec7201e\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{14. 3D CNN / 21c3eaae33fd2c4c}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 16/32/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.1};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce; width=16; size=64; dropout=0.1\par}
{\color{teal}\small 전체 CV 1개, LL 0.26520\textasciitilde{}0.26520 / fold 0 pilot 2개, LL 0.22917\textasciitilde{}0.24999\par}
{\fontsize{7}{9}\selectfont 기록 ID: 48a84ea246741bbe, 8713256ce512374b, 9a3afa350febf486\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{15. 3D CNN / 23ee7fc9584cde85}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 16/32/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=16; size=64; dropout=0.2\par}
{\color{teal}\small 전체 CV 1개, LL 0.27151\textasciitilde{}0.27151 / fold 0 pilot 8개, LL 0.24159\textasciitilde{}0.30894\par}
{\fontsize{7}{9}\selectfont 기록 ID: 3c5a9cc59310621c, 519a3eb50a4980c5, 5459b20b4f299e92, 5a36196a9454e94a, 72bce252dcac05ca, 76cfb94d48f08917, 954c6472bdd5fcbb, a5980e7633c7d408, f404885aab1aeb68\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{16. 3D CNN / 2913bf3bb97b38bb}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 16/32/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce; width=16; size=64; dropout=0.2\par}
{\color{teal}\small 전체 CV 2개, LL 0.26480\textasciitilde{}0.28185 / fold 0 pilot 4개, LL 0.24400\textasciitilde{}0.31076\par}
{\fontsize{7}{9}\selectfont 기록 ID: 1acc49819f7d0e43, 41c0d06f3fe9dfa8, 9eb1649fb4ed9d1c, a9decd80191dcd41, d0faa4b775368473, f9dc5779c9f0c63b\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{17. 3D CNN / 477484e7f82c3326}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 24/48/48/96};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce; width=24; size=64; dropout=0\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.24533\textasciitilde{}0.24533\par}
{\fontsize{7}{9}\selectfont 기록 ID: 9365fc9a27a1485b\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{18. 3D CNN / 5dff95b16fba13ef}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$96$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 24/48/48/96};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=reference\_\allowbreak{}norm; variant=base; loss=bce; width=24; size=96; dropout=0.2\par}
{\color{teal}\small 부분 CV 1개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: 4080beabeb099e84\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{19. 3D CNN / 64f207ca9a8c7b97}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 24/48/48/96};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {공간+attention\\pooling};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=attention; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce; width=24; size=64; dropout=0.2\par}
{\color{teal}\small 부분 CV 2개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: 0a04f437a0904a91, 1f9bf7f3cbe81965\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{20. 3D CNN / 8138f73ec2d2ab14}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 24/48/48/96};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=24; size=64; dropout=0.2\par}
{\color{teal}\small 전체 CV 12개, LL 0.25513\textasciitilde{}0.28677\par}
{\fontsize{7}{9}\selectfont 기록 ID: 1b93dfd599b1aefe, 218f23b66eb6079b, 458c09e0945b6fff, 57d4299cb990b713, 6b6f2f7066f05a89, 7c61b6039f089cb4, 8d7ba578d214f87a, ac6f100af03c44a5, b46eb724f3f96f55, bf2551acb9d04c70, d09571e6d6776832, e73d74393f3d7f26\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{21. 3D CNN / 8ced3d7deb4c5eca}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=12};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 12/24/24/48};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.4};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=12; size=64; dropout=0.4\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.25472\textasciitilde{}0.25472\par}
{\fontsize{7}{9}\selectfont 기록 ID: 0fbc6bc86da4abbd\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{22. 3D CNN / 91d649839714405e}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 24/48/48/96};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce; width=24; size=64; dropout=0.2\par}
{\color{teal}\small 전체 CV 12개, LL 0.25288\textasciitilde{}0.27499 / fold 0 pilot 1개, LL 0.22904\textasciitilde{}0.22904 / 부분 CV 7개, 확정 점수 없음 / 설정만 확인 1개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: 003c602063306630, 0d35ce282c0de544, 0d4ba27e6460b986, 10dea18936b40c3b, 179fdc99b0760185, 2dc7c72c43b8a214, 2eb7a9dbee309988, 4e170761b6b31832, 586f14821cc81d10, 5b5504da3ecc40b1, 6636b89c096dc544, 9567f3498b32c869, a65705792d1fe2b9, a6be9e2866592c7c, ac3e2d249b4f5e99, bb9cd43b0ae64482, cd72f532f7697d90, cdc20ee98e18f28a, d8c7f88198b5f554, e8b846f57ce76558, ef8bf04b6ca17b1d\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{23. 3D CNN / 929c633e47cbf84f}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 16/32/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.1};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=16; size=64; dropout=0.1\par}
{\color{teal}\small 전체 CV 13개, LL 0.25826\textasciitilde{}0.27264 / fold 0 pilot 1개, LL 0.25364\textasciitilde{}0.25364\par}
{\fontsize{7}{9}\selectfont 기록 ID: 0860a3edc6a6fe44, 18afa3cee2680524, 2958deb92d26e695, 62eb70c62d61cbc7, 91d85a05802dccb9, aa0063c09e1b8c5a, af853620a79079e0, bef3fde062f531d1, c6a12433214e6a6a, cec03ca513bfe943, cee0842fd39fde6a, d0a03b185d1edfb6, d97f4ccb2c424afc, e49fac3b9f405a8b\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{24. 3D CNN / 98c25d6b3dbb4c54}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 16/32/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=support\_\allowbreak{}center; variant=base; loss=bce; width=16; size=64; dropout=0.2\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.27807\textasciitilde{}0.27807\par}
{\fontsize{7}{9}\selectfont 기록 ID: f19f7926b519ae42\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{25. 3D CNN / a02db361735748ed}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 16/32/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=16; size=64; dropout=0\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.24943\textasciitilde{}0.24943\par}
{\fontsize{7}{9}\selectfont 기록 ID: 08f8f31a4b689648\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{26. 3D CNN / a10af4872765face}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=12};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 12/24/24/48};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=12; size=64; dropout=0.2\par}
{\color{teal}\small fold 0 pilot 3개, LL 0.27641\textasciitilde{}0.28940\par}
{\fontsize{7}{9}\selectfont 기록 ID: 5564d8829ce82f0b, 6f91c0daef83925e, a85ee11d7d084361\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{27. 3D CNN / a1292092de4eaf2b}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 16/32/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.4};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=16; size=64; dropout=0.4\par}
{\color{teal}\small 전체 CV 1개, LL 0.27442\textasciitilde{}0.27442 / fold 0 pilot 1개, LL 0.25426\textasciitilde{}0.25426\par}
{\fontsize{7}{9}\selectfont 기록 ID: 45b348b4f0338de1, a2400bd068b31656\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{28. 3D CNN / a2481a5d71e3159f}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 16/32/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=winsorized; variant=base; loss=bce; width=16; size=64; dropout=0.2\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.27584\textasciitilde{}0.27584\par}
{\fontsize{7}{9}\selectfont 기록 ID: 2838f50d1a3f6cc5\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{29. 3D CNN / c09eeb9e99bd1a4d}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 24/48/48/96};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=base; variant=base; loss=bce; width=24; size=64; dropout=0\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.25459\textasciitilde{}0.25459\par}
{\fontsize{7}{9}\selectfont 기록 ID: 928510716d4dfcc5\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{30. 3D CNN / cf2ca32630bf06ce}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=16};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 16/32/32/64};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=wide\_\allowbreak{}fov; variant=base; loss=bce; width=16; size=64; dropout=0.2\par}
{\color{teal}\small 전체 CV 1개, LL 0.27679\textasciitilde{}0.27679\par}
{\fontsize{7}{9}\selectfont 기록 ID: 0fe978187e97ca0a\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{31. 3D CNN / faf8467d8fa34dfd}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU\\W=12};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Res 12/24/24/48};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {LN / Dropout\\p=0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce; width=12; size=64; dropout=0.2\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.28497\textasciitilde{}0.28497\par}
{\fontsize{7}{9}\selectfont 기록 ID: 5f08b2f733ea5d3e\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{32. 깊은 residual CNN / 89ba352e3a357ed0}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {stage 24/48/96/192};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {blocks 1/1/1/1};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {gap\\LN / Dropout};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=gap; trunk=compact\_\allowbreak{}resnet3d; view=antialias; variant=base; loss=bce; width=12; size=64; dropout=0.2\par}
{\color{teal}\small 부분 CV 2개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: 2f9e66825fae83a5, f330de3fa36fd9c6\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{33. 깊은 residual CNN / 9cc2285250834ad3}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {Conv GN SiLU};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {stage 24/48/96/192};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {blocks 1/1/1/1};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {spp\\LN / Dropout};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=spp; trunk=compact\_\allowbreak{}resnet3d; view=antialias; variant=base; loss=bce; width=12; size=64; dropout=0.2\par}
{\color{teal}\small 부분 CV 1개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: 02bd9d4fc7c06c97\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{34. ExtraTrees / 782e797aab412a20}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {로컬 정량 특징};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {fold 내부 fit};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {특징 변환\\설정 참조};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {ExtraTrees};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {확률 출력};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {validation LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=unknown; view=base; variant=base; loss=estimator\par}
{\color{teal}\small 전체 CV 2개, LL 0.41352\textasciitilde{}0.41670\par}
{\fontsize{7}{9}\selectfont 기록 ID: 8111909e0a44adf8, 8307c6f2c42db85a\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{35. 고정 pretrained 특징 / 17ea1a93e39b983d}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {triplanar 2D};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {DINOv2 S14\\registers};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {고정 encoder};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {특징 집계};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {분류 estimator};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {확률 / LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=unknown; view=base; variant=dinov2\_\allowbreak{}registers\_\allowbreak{}s14\_\allowbreak{}triplanar\_\allowbreak{}v1; loss=estimator\par}
{\color{teal}\small 전체 CV 2개, LL 0.42926\textasciitilde{}0.43736 / fold 0 pilot 6개, LL 0.48464\textasciitilde{}1.03944\par}
{\fontsize{7}{9}\selectfont 기록 ID: 28927bcf46705ea6, 3ed9752a4450e44e, 6bf987f605d10bc5, aacc4e1d114cc48c, dd8583794d9e21ef, e20114000ff3aa72, f5cf457737e41b80, fafbb08dec27f5df\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{36. 고정 pretrained 특징 / 671aa18924d27f0d}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {triplanar 2D};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {DINOv2 S14\\기본};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {고정 encoder};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {특징 집계};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {분류 estimator};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {확률 / LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=unknown; view=base; variant=dinov2\_\allowbreak{}s14\_\allowbreak{}triplanar\_\allowbreak{}v1; loss=estimator\par}
{\color{teal}\small 설정만 확인 8개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: 0c1ff460ef72d001, 1b8b6a53f42d669c, 2d4a0f5d77327def, 7bef394ad4526f45, e024d015157d630e, f39d0728c4abb444, f68c2af3c776befc, f820e582ddae7bd5\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{37. 전체/국소 CNN / 05c4894373ec5d0b}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {full\\2mm\\v1};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {trunk cnn3d\\champion};
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\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {공간 pooling};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {single\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=cnn3d\_\allowbreak{}champion; view=full\_\allowbreak{}2mm\_\allowbreak{}v1; variant=base; loss=bce; width=24; size=96; dropout=0.2\par}
{\color{teal}\small 전체 CV 4개, LL 0.24964\textasciitilde{}0.26740 / 부분 CV 1개, 확정 점수 없음 / 설정만 확인 1개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: 5c4e285ffc3ebabc, 8538d3d21b609797, 882f58cfc3d0613c, a58e90542816fed1, c3311f11aa294abe, c6c48e0cb746de54\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{38. 전체/국소 CNN / 23031d8f8db5edf2}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {global\\local\\v1};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {trunk cnn3d\\champion};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {stage 24/48/48/96};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {공간 pooling};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {bilateral\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=bilateral; trunk=cnn3d\_\allowbreak{}champion; view=global\_\allowbreak{}local\_\allowbreak{}v1; variant=base; loss=bce; width=24; size=64; dropout=0.2\par}
{\color{teal}\small 전체 CV 1개, LL 0.26693\textasciitilde{}0.26693\par}
{\fontsize{7}{9}\selectfont 기록 ID: fe4560da1b79efe4\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{39. 전체/국소 CNN / 3e395196da8e5767}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {global\\local\\v1};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {trunk compact\\resnet3d};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {stage 24/48/96/192};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {공간 pooling};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {concat\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=concat; trunk=compact\_\allowbreak{}resnet3d; view=global\_\allowbreak{}local\_\allowbreak{}v1; variant=base; loss=bce; width=24; size=64; dropout=0.2\par}
{\color{teal}\small 부분 CV 1개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: ce70d39465ac59f4\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{40. 전체/국소 CNN / 7495724f2b0aeb0a}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {global\\local\\v1};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {trunk cnn3d\\champion};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {stage 24/48/48/96};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {공간 pooling};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {concat\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=concat; trunk=cnn3d\_\allowbreak{}champion; view=global\_\allowbreak{}local\_\allowbreak{}v1; variant=base; loss=bce; width=24; size=64; dropout=0.2\par}
{\color{teal}\small 전체 CV 1개, LL 0.26749\textasciitilde{}0.26749\par}
{\fontsize{7}{9}\selectfont 기록 ID: b177a4be7cdba549\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{41. HistGB / 5f2a55428eb773e8}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {로컬 정량 특징};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {fold 내부 fit};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {특징 변환\\설정 참조};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {HistGB};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {확률 출력};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {validation LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=unknown; view=base; variant=base; loss=estimator\par}
{\color{teal}\small 전체 CV 1개, LL 0.39532\textasciitilde{}0.39532\par}
{\fontsize{7}{9}\selectfont 기록 ID: f98281f479fb00e3\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{42. Logistic / 04d9e038f1dc30f7}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {로컬 정량 특징};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {fold 내부 fit};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {특징 변환\\설정 참조};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Logistic};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {확률 출력};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {validation LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=unknown; view=base; variant=base; loss=estimator\par}
{\color{teal}\small 전체 CV 4개, LL 0.38798\textasciitilde{}0.61183\par}
{\fontsize{7}{9}\selectfont 기록 ID: 2bcd0d8674c95292, 4804c9ed4399ad5e, c0c855c514600e2f, fd1e3690739ef221\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{43. RBF / 46057637a89bcc3a}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {로컬 정량 특징};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {fold 내부 fit};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {특징 변환\\설정 참조};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {RBF};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {확률 출력};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {validation LL};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=single; trunk=unknown; view=base; variant=base; loss=estimator\par}
{\color{teal}\small 전체 CV 3개, LL 0.41769\textasciitilde{}0.48011\par}
{\fontsize{7}{9}\selectfont 기록 ID: 063c2b8fe7b12d23, c6c183a7068d5b95, e8aa706a817cf838\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{44. 2 mm 반사쌍 / a353229404d9ddc4}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$96$^3$\\x / 반사 x};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 Conv GN\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Residual body};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$\\mean\\absdiff};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {특징 LN 없음\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid\\bce};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}absdiff; trunk=cnn3d\_\allowbreak{}champion; view=full\_\allowbreak{}2mm\_\allowbreak{}v1; variant=base; loss=bce; width=24; size=96; dropout=0.2\par}
{\color{teal}\small 전체 CV 1개, LL 0.29733\textasciitilde{}0.29733\par}
{\fontsize{7}{9}\selectfont 기록 ID: 545c653996b98da6\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{45. 내부 필터 반사쌍 / a4a11d63fb01c207}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$\\x / 반사 x};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 Conv GN\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {내부 고정 필터\\Residual body};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$\\mean\\absdiff};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {특징 LN 없음\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid\\bce};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}absdiff; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce; width=24; size=64; dropout=0.2\par}
{\color{teal}\small 전체 CV 1개, LL 0.26129\textasciitilde{}0.26129\par}
{\fontsize{7}{9}\selectfont 기록 ID: a8967105f50ae552\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{46. Brier 반사쌍 / bb64218740856cac}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$\\x / 반사 x};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 Conv GN\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Residual body};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$\\mean\\absdiff};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {특징 LN 없음\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid\\bce\\brier};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}absdiff; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce\_\allowbreak{}brier; width=24; size=64; dropout=0.2; brier\_\allowbreak{}weight=0.1\par}
{\color{teal}\small 전체 CV 1개, LL 0.25294\textasciitilde{}0.25294\par}
{\fontsize{7}{9}\selectfont 기록 ID: 9146638f9b3a86fa\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{47. 정규화 반사쌍 / be6fa8acd92dcb6b}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$\\x / 반사 x};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 Conv GN\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Residual body};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$\\mean};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {특징 LN\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid\\bce};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce; width=24; size=64; dropout=0.2\par}
{\color{teal}\small 부분 CV 1개, 확정 점수 없음 / 설정만 확인 1개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: 0df06b85f7bc8cd7, 28c6e948e7a8ade1\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{48. 정규화 반사쌍 / e064e7d0c53ba9be}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$\\x / 반사 x};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 Conv GN\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Residual body};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$\\mean\\absdiff};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {특징 LN\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid\\bce};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}absdiff; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce; width=24; size=64; dropout=0.2\par}
{\color{teal}\small 부분 CV 1개, 확정 점수 없음 / 설정만 확인 1개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: 290336a9594782c0, 79128d89a7bfb8d9\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{49. raw 반사쌍 / 26ded61143e672d1}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$\\x / 반사 x};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 Conv GN\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Residual body};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$\\mean\\absdiff};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {특징 LN 없음\\Dropout 0.1};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid\\bce};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}absdiff; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce; width=24; size=64; dropout=0.1\par}
{\color{teal}\small 전체 CV 1개, LL 0.25242\textasciitilde{}0.25242\par}
{\fontsize{7}{9}\selectfont 기록 ID: 6cb62f3ff1185e03\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{50. raw 반사쌍 / 41f77187d7509dd7}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$\\x / 반사 x};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 Conv GN\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Residual body};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$\\mean\\absdiff};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {특징 LN 없음\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid\\bce\\two\\view};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}absdiff; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce\_\allowbreak{}two\_\allowbreak{}view; width=24; size=64; dropout=0.2\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.27306\textasciitilde{}0.27306\par}
{\fontsize{7}{9}\selectfont 기록 ID: b1cc6d388da99d37\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{51. raw 반사쌍 / 7b930bd21c0b836f}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$\\x / 반사 x};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 Conv GN\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Residual body};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$\\mean\\absdiff};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {특징 LN 없음\\Dropout 0};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid\\bce};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}absdiff; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce; width=24; size=64; dropout=0\par}
{\color{teal}\small 전체 CV 1개, LL 0.27498\textasciitilde{}0.27498\par}
{\fontsize{7}{9}\selectfont 기록 ID: bdf785e960dc4e4a\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{52. raw 반사쌍 / d89793e5ef84566e}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$\\x / 반사 x};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 Conv GN\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Residual body};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$\\mean};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {특징 LN 없음\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid\\bce};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce; width=24; size=64; dropout=0.2\par}
{\color{teal}\small 부분 CV 1개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: dd5e22036e05a921\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{53. raw 반사쌍 / e894f555fa5a7199}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$\\x / 반사 x};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 Conv GN\\W=24};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Residual body};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {Avg+Max 2$^3$\\mean\\absdiff};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {특징 LN 없음\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {FC / sigmoid\\bce};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}absdiff; trunk=cnn3d\_\allowbreak{}champion; view=antialias; variant=base; loss=bce; width=24; size=64; dropout=0.2\par}
{\color{teal}\small 전체 CV 1개, LL 0.25118\textasciitilde{}0.25118\par}
{\fontsize{7}{9}\selectfont 기록 ID: 36021d29b75d4671\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{54. 3D ViT / 0dd7aa853e36c68b}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 144};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.1};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=4; heads=4; embed=144; pretrain=0; mlp\_\allowbreak{}ratio=4; dropout=0.1\par}
{\color{teal}\small 전체 CV 1개, LL 0.51154\textasciitilde{}0.51154 / fold 0 pilot 2개, LL 0.50424\textasciitilde{}0.55588\par}
{\fontsize{7}{9}\selectfont 기록 ID: 1e69d308c845acec, 5db4e1ce0b602d19, 649eb887c61579b5\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{55. 3D ViT / 0e900b5e354c6519}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 96};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=4; heads=4; embed=96; pretrain=10; mlp\_\allowbreak{}ratio=4; dropout=0.2\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.52818\textasciitilde{}0.52818\par}
{\fontsize{7}{9}\selectfont 기록 ID: 1e623b55865ee639\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{56. 3D ViT / 10d1fa83d409b565}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 144};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.1};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=4; heads=4; embed=144; pretrain=10; mlp\_\allowbreak{}ratio=4; dropout=0.1\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.46999\textasciitilde{}0.46999\par}
{\fontsize{7}{9}\selectfont 기록 ID: 118614ccc6d77723\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{57. 3D ViT / 163cc43bfc852c8f}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 144};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.3};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=4; heads=4; embed=144; pretrain=10; mlp\_\allowbreak{}ratio=4; dropout=0.3\par}
{\color{teal}\small 전체 CV 2개, LL 0.49426\textasciitilde{}0.49754 / 설정만 확인 1개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: 10d50022a2a8a52a, 20179bb854bb7f0a, 9f30a7818883952e\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{58. 3D ViT / 1727c8470bacc35f}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 144};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=4; heads=4; embed=144; pretrain=0; mlp\_\allowbreak{}ratio=4; dropout=0\par}
{\color{teal}\small 전체 CV 2개, LL 0.48686\textasciitilde{}0.48836\par}
{\fontsize{7}{9}\selectfont 기록 ID: 78f065b9c0d813ca, 9cacb2fbad1e9f71\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{59. 3D ViT / 173db7553439f1be}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 144};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\3 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.3};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=3; heads=4; embed=144; pretrain=10; mlp\_\allowbreak{}ratio=4; dropout=0.3\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.48085\textasciitilde{}0.48085\par}
{\fontsize{7}{9}\selectfont 기록 ID: 410bbad4a4e550e0\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{60. 3D ViT / 1df2d72d66353723}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 96};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=16; size=64; patch=8; depth=4; heads=4; embed=96; pretrain=0; mlp\_\allowbreak{}ratio=4; dropout=0.2\par}
{\color{teal}\small 전체 CV 1개, LL 0.49578\textasciitilde{}0.49578\par}
{\fontsize{7}{9}\selectfont 기록 ID: 175f949e07278c64\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{61. 3D ViT / 28335b3202321fcf}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 96};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\3 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.4};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=3; heads=4; embed=96; pretrain=10; mlp\_\allowbreak{}ratio=4; dropout=0.4\par}
{\color{teal}\small fold 0 pilot 2개, LL 0.48881\textasciitilde{}0.49209\par}
{\fontsize{7}{9}\selectfont 기록 ID: 138ce0899582030e, d74cc0cc07120b46\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{62. 3D ViT / 3641880cfb446bbc}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 96};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.1};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=4; heads=4; embed=96; pretrain=10; mlp\_\allowbreak{}ratio=4; dropout=0.1\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.48352\textasciitilde{}0.48352\par}
{\fontsize{7}{9}\selectfont 기록 ID: 85f8d8c7b629b34c\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{63. 3D ViT / 525e422c2cf213b3}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 96};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.4};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=4; heads=4; embed=96; pretrain=10; mlp\_\allowbreak{}ratio=4; dropout=0.4\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.49017\textasciitilde{}0.49017 / 설정만 확인 1개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: 420aa8b33dc188fa, fe7d322b7e51e763\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{64. 3D ViT / 5ced438f187fff3e}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 96};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=16; size=64; patch=8; depth=4; heads=4; embed=96; pretrain=10; mlp\_\allowbreak{}ratio=4; dropout=0.2\par}
{\color{teal}\small 전체 CV 1개, LL 0.48571\textasciitilde{}0.48571\par}
{\fontsize{7}{9}\selectfont 기록 ID: 1074329067386bca\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{65. 3D ViT / 631bb90efabed1b1}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 144};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\3 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=3; heads=4; embed=144; pretrain=0; mlp\_\allowbreak{}ratio=4; dropout=0\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.49820\textasciitilde{}0.49820\par}
{\fontsize{7}{9}\selectfont 기록 ID: e5fe9eed6ea2b8a1\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{66. 3D ViT / 6fc4daab604f0230}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 96};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=4; heads=4; embed=96; pretrain=0; mlp\_\allowbreak{}ratio=4; dropout=0.2\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.48806\textasciitilde{}0.48806\par}
{\fontsize{7}{9}\selectfont 기록 ID: c524633fc1e1099d\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{67. 3D ViT / 730ec6dd4054003e}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 144};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=4; heads=4; embed=144; pretrain=0; mlp\_\allowbreak{}ratio=4; dropout=0.2\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.49888\textasciitilde{}0.49888\par}
{\fontsize{7}{9}\selectfont 기록 ID: 9c0050043c515d41\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{68. 3D ViT / 798970a73d39b283}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 96};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\3 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.3};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=3; heads=4; embed=96; pretrain=0; mlp\_\allowbreak{}ratio=4; dropout=0.3\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.50961\textasciitilde{}0.50961\par}
{\fontsize{7}{9}\selectfont 기록 ID: 663b14c2bbe84613\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{69. 3D ViT / 890791092a962926}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 144};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\3 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.4};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=3; heads=4; embed=144; pretrain=10; mlp\_\allowbreak{}ratio=4; dropout=0.4\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.52892\textasciitilde{}0.52892\par}
{\fontsize{7}{9}\selectfont 기록 ID: bc654bd2cf894fe8\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{70. 3D ViT / 8f22d348d3d29a44}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 144};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\3 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.4};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=3; heads=4; embed=144; pretrain=0; mlp\_\allowbreak{}ratio=4; dropout=0.4\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.52711\textasciitilde{}0.52711\par}
{\fontsize{7}{9}\selectfont 기록 ID: a2a409a98e19aa60\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{71. 3D ViT / a46379da81e4b6e9}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 96};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\3 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.1};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=3; heads=4; embed=96; pretrain=0; mlp\_\allowbreak{}ratio=4; dropout=0.1\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.48390\textasciitilde{}0.48390\par}
{\fontsize{7}{9}\selectfont 기록 ID: 1ace3dbae1004006\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{72. 3D ViT / bd4a2ac8bb435e2c}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 144};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.3};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=4; heads=4; embed=144; pretrain=0; mlp\_\allowbreak{}ratio=4; dropout=0.3\par}
{\color{teal}\small 전체 CV 1개, LL 0.49573\textasciitilde{}0.49573 / fold 0 pilot 1개, LL 0.49384\textasciitilde{}0.49384\par}
{\fontsize{7}{9}\selectfont 기록 ID: 232c5585982d7588, aeee93144e65f3c2\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{73. 3D ViT / cbae345e12f0f791}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 96};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=4; heads=4; embed=96; pretrain=0; mlp\_\allowbreak{}ratio=4; dropout=0\par}
{\color{teal}\small fold 0 pilot 2개, LL 0.48593\textasciitilde{}0.48987\par}
{\fontsize{7}{9}\selectfont 기록 ID: 06f7da9f19dc7094, b81572d8d3f851e3\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{74. 3D ViT / d3dbb0015e468158}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 96};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.4};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=4; heads=4; embed=96; pretrain=0; mlp\_\allowbreak{}ratio=4; dropout=0.4\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.55092\textasciitilde{}0.55092\par}
{\fontsize{7}{9}\selectfont 기록 ID: 1230dbf7e9f876e3\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{75. 3D ViT / d5e16925f1646668}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 96};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\3 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.1};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=3; heads=4; embed=96; pretrain=10; mlp\_\allowbreak{}ratio=4; dropout=0.1\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.47586\textasciitilde{}0.47586\par}
{\fontsize{7}{9}\selectfont 기록 ID: 7249d332916e43a0\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{76. 3D ViT / d6fbc2e43ebcb591}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 144};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=4; heads=4; embed=144; pretrain=10; mlp\_\allowbreak{}ratio=4; dropout=0\par}
{\color{teal}\small fold 0 pilot 1개, LL 0.47639\textasciitilde{}0.47639 / 설정만 확인 1개, 확정 점수 없음\par}
{\fontsize{7}{9}\selectfont 기록 ID: 1752d17ed544f668, 85844583a5a88dd4\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage
\subsection*{77. 3D ViT / ea3b016e0f483f29}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 144};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\4 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.2};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=4; heads=4; embed=144; pretrain=10; mlp\_\allowbreak{}ratio=4; dropout=0.2\par}
{\color{teal}\small 전체 CV 1개, LL 0.48209\textasciitilde{}0.48209 / fold 0 pilot 1개, LL 0.48597\textasciitilde{}0.48597\par}
{\fontsize{7}{9}\selectfont 기록 ID: 1e03bb394c30b858, 5bcc1bb637511baf\par}
\vspace{5mm}\hrule\vspace{4mm}
\subsection*{78. 3D ViT / fd94eba3752e864d}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {1$\times$64$^3$};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {patch 8\\embed 96};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {Pre-LN ViT\\3 blocks};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {4 heads\\Dropout 0.3};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {final LN\\mean\\token};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {Linear\\sigmoid};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small fusion=mean\_\allowbreak{}token; trunk=unknown; view=base; variant=base; loss=bce; width=12; size=64; patch=8; depth=3; heads=4; embed=96; pretrain=10; mlp\_\allowbreak{}ratio=4; dropout=0.3\par}
{\color{teal}\small 전체 CV 1개, LL 0.49155\textasciitilde{}0.49155 / fold 0 pilot 1개, LL 0.49977\textasciitilde{}0.49977\par}
{\fontsize{7}{9}\selectfont 기록 ID: 214df4fdabbb883c, 3b0e406142743d0d\par}
\vspace{5mm}\hrule\vspace{4mm}
\clearpage\section*{부록 B. 전체 평가 기록 색인}
{\fontsize{9}{12}\selectfont\begin{longtable}{p{\dimexpr 0.24\linewidth-2\tabcolsep\relax}p{\dimexpr 0.24\linewidth-2\tabcolsep\relax}p{\dimexpr 0.22\linewidth-2\tabcolsep\relax}p{\dimexpr 0.13\linewidth-2\tabcolsep\relax}p{\dimexpr 0.17\linewidth-2\tabcolsep\relax}}
\toprule
기록 ID & 구조 ID & 평가 범위 & 완료 fold & LL\\
\midrule\endhead
0c1ff460ef72d001 & 671aa18924d27f0d & 설정만 확인 & 1/1 & -\\
0df06b85f7bc8cd7 & be6fa8acd92dcb6b & 설정만 확인 & 0/2 & -\\
10d50022a2a8a52a & 163cc43bfc852c8f & 설정만 확인 & 0/1 & -\\
10dea18936b40c3b & 91d649839714405e & 설정만 확인 & 0/5 & -\\
1b8b6a53f42d669c & 671aa18924d27f0d & 설정만 확인 & 1/1 & -\\
2d4a0f5d77327def & 671aa18924d27f0d & 설정만 확인 & 5/5 & -\\
79128d89a7bfb8d9 & e064e7d0c53ba9be & 설정만 확인 & 0/2 & -\\
7bef394ad4526f45 & 671aa18924d27f0d & 설정만 확인 & 1/1 & -\\
85844583a5a88dd4 & d6fbc2e43ebcb591 & 설정만 확인 & 0/1 & -\\
a58e90542816fed1 & 05c4894373ec5d0b & 설정만 확인 & 1/1 & -\\
e024d015157d630e & 671aa18924d27f0d & 설정만 확인 & 1/1 & -\\
f39d0728c4abb444 & 671aa18924d27f0d & 설정만 확인 & 5/5 & -\\
f68c2af3c776befc & 671aa18924d27f0d & 설정만 확인 & 1/1 & -\\
f820e582ddae7bd5 & 671aa18924d27f0d & 설정만 확인 & 1/1 & -\\
fe7d322b7e51e763 & 525e422c2cf213b3 & 설정만 확인 & 0/1 & -\\
882f58cfc3d0613c & 05c4894373ec5d0b & 전체 CV & 5/5 & 0.249639\\
36021d29b75d4671 & e894f555fa5a7199 & 전체 CV & 5/5 & 0.251181\\
6cb62f3ff1185e03 & 26ded61143e672d1 & 전체 CV & 5/5 & 0.252424\\
2eb7a9dbee309988 & 91d649839714405e & 전체 CV & 5/5 & 0.252883\\
9146638f9b3a86fa & bb64218740856cac & 전체 CV & 5/5 & 0.252942\\
218f23b66eb6079b & 8138f73ec2d2ab14 & 전체 CV & 5/5 & 0.255125\\
458c09e0945b6fff & 8138f73ec2d2ab14 & 전체 CV & 5/5 & 0.255205\\
ac6f100af03c44a5 & 8138f73ec2d2ab14 & 전체 CV & 5/5 & 0.255816\\
c3311f11aa294abe & 05c4894373ec5d0b & 전체 CV & 5/5 & 0.256804\\
9567f3498b32c869 & 91d649839714405e & 전체 CV & 5/5 & 0.256845\\
d97f4ccb2c424afc & 929c633e47cbf84f & 전체 CV & 5/5 & 0.258260\\
2dc7c72c43b8a214 & 91d649839714405e & 전체 CV & 5/5 & 0.258577\\
62eb70c62d61cbc7 & 929c633e47cbf84f & 전체 CV & 5/5 & 0.259253\\
bb9cd43b0ae64482 & 91d649839714405e & 전체 CV & 5/5 & 0.259335\\
c6a12433214e6a6a & 929c633e47cbf84f & 전체 CV & 5/5 & 0.259479\\
bef3fde062f531d1 & 929c633e47cbf84f & 전체 CV & 5/5 & 0.260260\\
2958deb92d26e695 & 929c633e47cbf84f & 전체 CV & 5/5 & 0.260579\\
d09571e6d6776832 & 8138f73ec2d2ab14 & 전체 CV & 5/5 & 0.260962\\
a8967105f50ae552 & a4a11d63fb01c207 & 전체 CV & 5/5 & 0.261292\\
d0a03b185d1edfb6 & 929c633e47cbf84f & 전체 CV & 5/5 & 0.261637\\
18afa3cee2680524 & 929c633e47cbf84f & 전체 CV & 5/5 & 0.261827\\
5b5504da3ecc40b1 & 91d649839714405e & 전체 CV & 5/5 & 0.261841\\
bf2551acb9d04c70 & 8138f73ec2d2ab14 & 전체 CV & 5/5 & 0.262243\\
0860a3edc6a6fe44 & 929c633e47cbf84f & 전체 CV & 5/5 & 0.262655\\
179fdc99b0760185 & 91d649839714405e & 전체 CV & 5/5 & 0.262895\\
e49fac3b9f405a8b & 929c633e47cbf84f & 전체 CV & 5/5 & 0.263075\\
8d7ba578d214f87a & 8138f73ec2d2ab14 & 전체 CV & 5/5 & 0.263266\\
cd72f532f7697d90 & 91d649839714405e & 전체 CV & 5/5 & 0.263311\\
cee0842fd39fde6a & 929c633e47cbf84f & 전체 CV & 5/5 & 0.263372\\
6b6f2f7066f05a89 & 8138f73ec2d2ab14 & 전체 CV & 5/5 & 0.264136\\
91d85a05802dccb9 & 929c633e47cbf84f & 전체 CV & 5/5 & 0.264376\\
5c4e285ffc3ebabc & 05c4894373ec5d0b & 전체 CV & 5/5 & 0.264703\\
a65705792d1fe2b9 & 91d649839714405e & 전체 CV & 5/5 & 0.264794\\
a9decd80191dcd41 & 2913bf3bb97b38bb & 전체 CV & 5/5 & 0.264803\\
57d4299cb990b713 & 8138f73ec2d2ab14 & 전체 CV & 5/5 & 0.265106\\
48a84ea246741bbe & 21c3eaae33fd2c4c & 전체 CV & 5/5 & 0.265203\\
cec03ca513bfe943 & 929c633e47cbf84f & 전체 CV & 5/5 & 0.266014\\
fe4560da1b79efe4 & 23031d8f8db5edf2 & 전체 CV & 5/5 & 0.266931\\
ac3e2d249b4f5e99 & 91d649839714405e & 전체 CV & 5/5 & 0.267142\\
c6c48e0cb746de54 & 05c4894373ec5d0b & 전체 CV & 5/5 & 0.267398\\
b177a4be7cdba549 & 7495724f2b0aeb0a & 전체 CV & 5/5 & 0.267494\\
e73d74393f3d7f26 & 8138f73ec2d2ab14 & 전체 CV & 5/5 & 0.268733\\
b46eb724f3f96f55 & 8138f73ec2d2ab14 & 전체 CV & 5/5 & 0.269762\\
0d4ba27e6460b986 & 91d649839714405e & 전체 CV & 5/5 & 0.271392\\
3c5a9cc59310621c & 23ee7fc9584cde85 & 전체 CV & 5/5 & 0.271511\\
cdc20ee98e18f28a & 91d649839714405e & 전체 CV & 5/5 & 0.272517\\
af853620a79079e0 & 929c633e47cbf84f & 전체 CV & 5/5 & 0.272637\\
45b348b4f0338de1 & a1292092de4eaf2b & 전체 CV & 5/5 & 0.274415\\
90e084121ec7201e & 1bd8f08507574350 & 전체 CV & 5/5 & 0.274573\\
bdf785e960dc4e4a & 7b930bd21c0b836f & 전체 CV & 5/5 & 0.274978\\
e8b846f57ce76558 & 91d649839714405e & 전체 CV & 5/5 & 0.274991\\
1b93dfd599b1aefe & 8138f73ec2d2ab14 & 전체 CV & 5/5 & 0.275523\\
0fe978187e97ca0a & cf2ca32630bf06ce & 전체 CV & 5/5 & 0.276793\\
1acc49819f7d0e43 & 2913bf3bb97b38bb & 전체 CV & 5/5 & 0.281853\\
7c61b6039f089cb4 & 8138f73ec2d2ab14 & 전체 CV & 5/5 & 0.286768\\
545c653996b98da6 & a353229404d9ddc4 & 전체 CV & 5/5 & 0.297328\\
ddbb507d086550ab & 912909013040282d & 전체 CV & 5/5 & 0.306072\\
cd0ccc3d65550339 & 6ad2cf8f7b6ed0f6 & 전체 CV & 5/5 & 0.313537\\
bddc422854cfe245 & 2ee58a0775d59801 & 전체 CV & 5/5 & 0.315015\\
0b21a8de729a4fb8 & 912909013040282d & 전체 CV & 5/5 & 0.315767\\
323d1a1ea530f4dd & 6ad2cf8f7b6ed0f6 & 전체 CV & 5/5 & 0.321350\\
3a4345d2fc04a3e2 & de154832ad94d35d & 전체 CV & 5/5 & 0.331939\\
1b0d56371c56ba33 & ae5e69242b31bcf8 & 전체 CV & 5/5 & 0.343420\\
4804c9ed4399ad5e & 04d9e038f1dc30f7 & 전체 CV & 5/5 & 0.387979\\
f98281f479fb00e3 & 5f2a55428eb773e8 & 전체 CV & 5/5 & 0.395319\\
8307c6f2c42db85a & 782e797aab412a20 & 전체 CV & 5/5 & 0.413521\\
8111909e0a44adf8 & 782e797aab412a20 & 전체 CV & 5/5 & 0.416696\\
063c2b8fe7b12d23 & 46057637a89bcc3a & 전체 CV & 5/5 & 0.417685\\
c0c855c514600e2f & 04d9e038f1dc30f7 & 전체 CV & 5/5 & 0.426072\\
e8aa706a817cf838 & 46057637a89bcc3a & 전체 CV & 5/5 & 0.428056\\
6bf987f605d10bc5 & 17ea1a93e39b983d & 전체 CV & 5/5 & 0.429256\\
2bcd0d8674c95292 & 04d9e038f1dc30f7 & 전체 CV & 5/5 & 0.429453\\
aacc4e1d114cc48c & 17ea1a93e39b983d & 전체 CV & 5/5 & 0.437363\\
c6c183a7068d5b95 & 46057637a89bcc3a & 전체 CV & 5/5 & 0.480108\\
5bcc1bb637511baf & ea3b016e0f483f29 & 전체 CV & 5/5 & 0.482092\\
1074329067386bca & 5ced438f187fff3e & 전체 CV & 5/5 & 0.485708\\
9cacb2fbad1e9f71 & 1727c8470bacc35f & 전체 CV & 5/5 & 0.486862\\
78f065b9c0d813ca & 1727c8470bacc35f & 전체 CV & 5/5 & 0.488365\\
3b0e406142743d0d & fd94eba3752e864d & 전체 CV & 5/5 & 0.491548\\
9f30a7818883952e & 163cc43bfc852c8f & 전체 CV & 5/5 & 0.494263\\
aeee93144e65f3c2 & bd4a2ac8bb435e2c & 전체 CV & 5/5 & 0.495732\\
175f949e07278c64 & 1df2d72d66353723 & 전체 CV & 5/5 & 0.495784\\
20179bb854bb7f0a & 163cc43bfc852c8f & 전체 CV & 5/5 & 0.497538\\
5db4e1ce0b602d19 & 0dd7aa853e36c68b & 전체 CV & 5/5 & 0.511541\\
fd1e3690739ef221 & 04d9e038f1dc30f7 & 전체 CV & 5/5 & 0.611826\\
003c602063306630 & 91d649839714405e & 부분 CV & 2/2 & -\\
02bd9d4fc7c06c97 & 9cc2285250834ad3 & 부분 CV & 2/2 & -\\
0a04f437a0904a91 & 64f207ca9a8c7b97 & 부분 CV & 2/2 & -\\
0d35ce282c0de544 & 91d649839714405e & 부분 CV & 2/2 & -\\
1f9bf7f3cbe81965 & 64f207ca9a8c7b97 & 부분 CV & 2/2 & -\\
28c6e948e7a8ade1 & be6fa8acd92dcb6b & 부분 CV & 2/2 & -\\
290336a9594782c0 & e064e7d0c53ba9be & 부분 CV & 2/2 & -\\
2f9e66825fae83a5 & 89ba352e3a357ed0 & 부분 CV & 2/2 & -\\
4080beabeb099e84 & 5dff95b16fba13ef & 부분 CV & 2/2 & -\\
4e170761b6b31832 & 91d649839714405e & 부분 CV & 2/2 & -\\
586f14821cc81d10 & 91d649839714405e & 부분 CV & 3/3 & -\\
6636b89c096dc544 & 91d649839714405e & 부분 CV & 2/2 & -\\
8538d3d21b609797 & 05c4894373ec5d0b & 부분 CV & 3/3 & -\\
9f2e5f97649a00b2 & 012b13520572430e & 부분 CV & 2/2 & -\\
a6be9e2866592c7c & 91d649839714405e & 부분 CV & 2/2 & -\\
ce70d39465ac59f4 & 3e395196da8e5767 & 부분 CV & 2/2 & -\\
d8c7f88198b5f554 & 91d649839714405e & 부분 CV & 2/2 & -\\
dd5e22036e05a921 & d89793e5ef84566e & 부분 CV & 2/2 & -\\
f330de3fa36fd9c6 & 89ba352e3a357ed0 & 부분 CV & 2/2 & -\\
ef8bf04b6ca17b1d & 91d649839714405e & fold 0 pilot & 1/1 & 0.229038\\
8713256ce512374b & 21c3eaae33fd2c4c & fold 0 pilot & 1/1 & 0.229172\\
f404885aab1aeb68 & 23ee7fc9584cde85 & fold 0 pilot & 1/1 & 0.241595\\
41c0d06f3fe9dfa8 & 2913bf3bb97b38bb & fold 0 pilot & 1/1 & 0.244003\\
28effb4aadf245ee & 1bd8f08507574350 & fold 0 pilot & 1/1 & 0.244924\\
9365fc9a27a1485b & 477484e7f82c3326 & fold 0 pilot & 1/1 & 0.245332\\
08f8f31a4b689648 & a02db361735748ed & fold 0 pilot & 1/1 & 0.249433\\
9a3afa350febf486 & 21c3eaae33fd2c4c & fold 0 pilot & 1/1 & 0.249986\\
76cfb94d48f08917 & 23ee7fc9584cde85 & fold 0 pilot & 1/1 & 0.252980\\
aa0063c09e1b8c5a & 929c633e47cbf84f & fold 0 pilot & 1/1 & 0.253638\\
a2400bd068b31656 & a1292092de4eaf2b & fold 0 pilot & 1/1 & 0.254258\\
928510716d4dfcc5 & c09eeb9e99bd1a4d & fold 0 pilot & 1/1 & 0.254587\\
0fbc6bc86da4abbd & 8ced3d7deb4c5eca & fold 0 pilot & 1/1 & 0.254715\\
5459b20b4f299e92 & 23ee7fc9584cde85 & fold 0 pilot & 1/1 & 0.262892\\
5a36196a9454e94a & 23ee7fc9584cde85 & fold 0 pilot & 1/1 & 0.263515\\
72bce252dcac05ca & 23ee7fc9584cde85 & fold 0 pilot & 1/1 & 0.269846\\
f9dc5779c9f0c63b & 2913bf3bb97b38bb & fold 0 pilot & 1/1 & 0.272770\\
b1cc6d388da99d37 & 41f77187d7509dd7 & fold 0 pilot & 1/2 & 0.273056\\
9eb1649fb4ed9d1c & 2913bf3bb97b38bb & fold 0 pilot & 1/1 & 0.273529\\
2838f50d1a3f6cc5 & a2481a5d71e3159f & fold 0 pilot & 1/1 & 0.275836\\
6f91c0daef83925e & a10af4872765face & fold 0 pilot & 1/1 & 0.276410\\
a85ee11d7d084361 & a10af4872765face & fold 0 pilot & 1/1 & 0.277680\\
954c6472bdd5fcbb & 23ee7fc9584cde85 & fold 0 pilot & 1/1 & 0.277794\\
f19f7926b519ae42 & 98c25d6b3dbb4c54 & fold 0 pilot & 1/1 & 0.278068\\
5f08b2f733ea5d3e & faf8467d8fa34dfd & fold 0 pilot & 1/1 & 0.284971\\
5564d8829ce82f0b & a10af4872765face & fold 0 pilot & 1/1 & 0.289402\\
519a3eb50a4980c5 & 23ee7fc9584cde85 & fold 0 pilot & 1/1 & 0.292539\\
f87f31f9fd063225 & 72bec99e77b96255 & fold 0 pilot & 1/1 & 0.295867\\
a429c17d7a6ccff7 & 1c9f7c1e3ac08aae & fold 0 pilot & 1/1 & 0.297988\\
555f6c9e617ca795 & 2ee58a0775d59801 & fold 0 pilot & 1/1 & 0.299794\\
8629baf7b0c63e8e & ee700b5f793170f2 & fold 0 pilot & 1/1 & 0.305860\\
a5980e7633c7d408 & 23ee7fc9584cde85 & fold 0 pilot & 1/1 & 0.308935\\
d0faa4b775368473 & 2913bf3bb97b38bb & fold 0 pilot & 1/1 & 0.310760\\
ebfed3251441c068 & 912909013040282d & fold 0 pilot & 1/1 & 0.313065\\
b3df875370ffa407 & de154832ad94d35d & fold 0 pilot & 1/1 & 0.313450\\
d43d000819003987 & de154832ad94d35d & fold 0 pilot & 1/1 & 0.326146\\
8a7afb0fa48a5b8c & b0e21e22ad27a50b & fold 0 pilot & 1/1 & 0.328147\\
ab68d9506de1b1b9 & 1ee52da5edba5fab & fold 0 pilot & 1/1 & 0.344908\\
cc005c24a7cb5415 & 7e6e56a6d56cc465 & fold 0 pilot & 1/1 & 0.345098\\
4e71fd2f759736c0 & 1ee52da5edba5fab & fold 0 pilot & 1/1 & 0.353073\\
0eea6ff623ca2e20 & 1ee52da5edba5fab & fold 0 pilot & 1/1 & 0.383399\\
118614ccc6d77723 & 10d1fa83d409b565 & fold 0 pilot & 1/1 & 0.469990\\
7249d332916e43a0 & d5e16925f1646668 & fold 0 pilot & 1/1 & 0.475856\\
1752d17ed544f668 & d6fbc2e43ebcb591 & fold 0 pilot & 1/1 & 0.476389\\
410bbad4a4e550e0 & 173db7553439f1be & fold 0 pilot & 1/1 & 0.480849\\
85f8d8c7b629b34c & 3641880cfb446bbc & fold 0 pilot & 1/1 & 0.483516\\
1ace3dbae1004006 & a46379da81e4b6e9 & fold 0 pilot & 1/1 & 0.483900\\
f5cf457737e41b80 & 17ea1a93e39b983d & fold 0 pilot & 1/1 & 0.484640\\
06f7da9f19dc7094 & cbae345e12f0f791 & fold 0 pilot & 1/1 & 0.485933\\
1e03bb394c30b858 & ea3b016e0f483f29 & fold 0 pilot & 1/1 & 0.485975\\
c524633fc1e1099d & 6fc4daab604f0230 & fold 0 pilot & 1/1 & 0.488060\\
d74cc0cc07120b46 & 28335b3202321fcf & fold 0 pilot & 1/1 & 0.488811\\
fafbb08dec27f5df & 17ea1a93e39b983d & fold 0 pilot & 1/1 & 0.489105\\
b81572d8d3f851e3 & cbae345e12f0f791 & fold 0 pilot & 1/1 & 0.489866\\
420aa8b33dc188fa & 525e422c2cf213b3 & fold 0 pilot & 1/1 & 0.490173\\
138ce0899582030e & 28335b3202321fcf & fold 0 pilot & 1/1 & 0.492091\\
232c5585982d7588 & bd4a2ac8bb435e2c & fold 0 pilot & 1/1 & 0.493840\\
e5fe9eed6ea2b8a1 & 631bb90efabed1b1 & fold 0 pilot & 1/1 & 0.498203\\
9c0050043c515d41 & 730ec6dd4054003e & fold 0 pilot & 1/1 & 0.498875\\
214df4fdabbb883c & fd94eba3752e864d & fold 0 pilot & 1/1 & 0.499768\\
1e69d308c845acec & 0dd7aa853e36c68b & fold 0 pilot & 1/1 & 0.504239\\
663b14c2bbe84613 & 798970a73d39b283 & fold 0 pilot & 1/1 & 0.509611\\
a2a409a98e19aa60 & 8f22d348d3d29a44 & fold 0 pilot & 1/1 & 0.527106\\
1e623b55865ee639 & 0e900b5e354c6519 & fold 0 pilot & 1/1 & 0.528184\\
bc654bd2cf894fe8 & 890791092a962926 & fold 0 pilot & 1/1 & 0.528918\\
1230dbf7e9f876e3 & d3dbb0015e468158 & fold 0 pilot & 1/1 & 0.550916\\
649eb887c61579b5 & 0dd7aa853e36c68b & fold 0 pilot & 1/1 & 0.555884\\
e20114000ff3aa72 & 17ea1a93e39b983d & fold 0 pilot & 1/1 & 0.625196\\
dd8583794d9e21ef & 17ea1a93e39b983d & fold 0 pilot & 1/1 & 0.641377\\
28927bcf46705ea6 & 17ea1a93e39b983d & fold 0 pilot & 1/1 & 0.976137\\
3ed9752a4450e44e & 17ea1a93e39b983d & fold 0 pilot & 1/1 & 1.039438\\
\bottomrule\end{longtable}}
\clearpage\section*{부록 C. 팀원 공개 구조 계열}
공개 기록 779개를 22개 계열로 분류한 설명이다. 계열별 최저 점수에는 seed 평균과 서로 다른 recipe가 섞일 수 있어 순위를 만들지 않는다. 단일 seed의 직접 비교는 본문을 참고한다.
\subsection*{C01. reflection}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {전처리};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 3D CNN 반사쌍};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {공간 pooling};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {특징 결합};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {분류 head $\to$ 확률};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{전처리}: 3 mm, 64$^3$ crop, support/uptake 중심. 공개 공통 설명 기준.\par}
{\small\textbf{공유 3D CNN 반사쌍}: 원본 x와 좌우 반사 R(x). stem stride 1, GroupNorm, 총 stride 4. 개별 stage 수는 미공개.\par}
{\small\textbf{공간 pooling}: 각 가지의 평균+최대 2$^3$ 특징\par}
{\small\textbf{특징 결합}: 평균 또는 평균+절댓값 차이. 개별 과거 실험의 정확한 결합은 추가 확인 필요.\par}
{\small\textbf{분류 head $\to$ 확률}: 정확한 head 내부층은 미공개.\par}
{\small\color{bad}현재 공개 공통 설명을 참조한 계열 개요입니다. 모든 과거 실험에 같은 블록이 적용됐다는 보장은 없습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\subsection*{C02. shift\_\allowbreak{}control}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {전처리};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 3D CNN 반사쌍};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {공간 pooling};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {특징 결합};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {분류 head $\to$ 확률};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {훈련 대조};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{전처리}: 3 mm, 64$^3$ crop, support/uptake 중심. 공개 공통 설명 기준.\par}
{\small\textbf{공유 3D CNN 반사쌍}: 원본 x와 좌우 반사 R(x). stem stride 1, GroupNorm, 총 stride 4. 개별 stage 수는 미공개.\par}
{\small\textbf{공간 pooling}: 각 가지의 평균+최대 2$^3$ 특징\par}
{\small\textbf{특징 결합}: 반사쌍 평균 + 절댓값 차이\par}
{\small\textbf{분류 head $\to$ 확률}: 정확한 head 내부층은 미공개.\par}
{\small\textbf{훈련 대조}: 이동한 2개 view. 일관성 항 없는 matched control.\par}
{\small\color{bad}공개 모델 설명이며 세부 구현, 가중치와 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\clearpage
\subsection*{C03. shift\_\allowbreak{}js}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {전처리};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 3D CNN 반사쌍};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {공간 pooling};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {특징 결합};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {분류 head $\to$ 확률};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {훈련 목적함수};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{전처리}: 3 mm, 64$^3$ crop, support/uptake 중심. 공개 공통 설명 기준.\par}
{\small\textbf{공유 3D CNN 반사쌍}: 원본 x와 좌우 반사 R(x). stem stride 1, GroupNorm, 총 stride 4. 개별 stage 수는 미공개.\par}
{\small\textbf{공간 pooling}: 각 가지의 평균+최대 2$^3$ 특징\par}
{\small\textbf{특징 결합}: 반사쌍 평균 + 절댓값 차이\par}
{\small\textbf{분류 head $\to$ 확률}: 정확한 head 내부층은 미공개.\par}
{\small\textbf{훈련 목적함수}: 이동한 두 view의 예측에 JS 일관성 항 추가. 동일 seed/5-fold 대조가 공개됨.\par}
{\small\color{bad}공개 모델 설명이며 세부 구현, 가중치와 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\subsection*{C04. internal\_\allowbreak{}blur}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {전처리};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 3D CNN 반사쌍};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {공간 pooling};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {특징 결합};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {분류 head $\to$ 확률};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {변경 블록};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{전처리}: 3 mm, 64$^3$ crop, support/uptake 중심. 공개 공통 설명 기준.\par}
{\small\textbf{공유 3D CNN 반사쌍}: 원본 x와 좌우 반사 R(x). stem stride 1, GroupNorm, 총 stride 4. 개별 stage 수는 미공개.\par}
{\small\textbf{공간 pooling}: 각 가지의 평균+최대 2$^3$ 특징\par}
{\small\textbf{특징 결합}: 반사쌍 평균 + 절댓값 차이\par}
{\small\textbf{분류 head $\to$ 확률}: 정확한 head 내부층은 미공개.\par}
{\small\textbf{변경 블록}: CNN 내부 저역통과. 정확한 필터 계수와 삽입 위치는 미공개.\par}
{\small\color{bad}공개 모델 설명이며 세부 구현, 가중치와 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\clearpage
\subsection*{C05. brier}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {전처리};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공유 3D CNN 반사쌍};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {공간 pooling};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {특징 결합};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {분류 head $\to$ 확률};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n5) at (145,0) {훈련 목적함수};
\draw[-{Latex[length=1.3mm]},color=teal] (n4.east) -- (n5.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{전처리}: 3 mm, 64$^3$ crop, support/uptake 중심. 공개 공통 설명 기준.\par}
{\small\textbf{공유 3D CNN 반사쌍}: 원본 x와 좌우 반사 R(x). stem stride 1, GroupNorm, 총 stride 4. 개별 stage 수는 미공개.\par}
{\small\textbf{공간 pooling}: 각 가지의 평균+최대 2$^3$ 특징\par}
{\small\textbf{특징 결합}: 반사쌍 평균 + 절댓값 차이\par}
{\small\textbf{분류 head $\to$ 확률}: 정확한 head 내부층은 미공개.\par}
{\small\textbf{훈련 목적함수}: BCE + Brier. 계수는 이 공개 요약에서 미확인.\par}
{\small\color{bad}공개 모델 설명이며 세부 구현, 가중치와 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\subsection*{C06. slab\_\allowbreak{}mean}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {중앙 12 mm slab};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {로컬 2D 대칭 CNN};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {병적 확률};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{중앙 12 mm slab}: 3D crop $\to$ slab 평균 $\to$ 2D 영상\par}
{\small\textbf{로컬 2D 대칭 CNN}: 정확한 channel, block 수와 head는 미공개.\par}
{\small\textbf{병적 확률}: 전체 5-fold OOF 단독 결과\par}
{\small\color{bad}공개 모델 설명이며 세부 구현, 가중치와 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\clearpage
\subsection*{C07. slab\_\allowbreak{}meanmax}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {중앙 12 mm slab};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {로컬 2D 대칭 CNN};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {병적 확률};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{중앙 12 mm slab}: slab 평균 + 최대값 $\to$ 2D 입력\par}
{\small\textbf{로컬 2D 대칭 CNN}: 정확한 channel, block 수와 head는 미공개.\par}
{\small\textbf{병적 확률}: 전체 5-fold OOF 단독 결과\par}
{\small\color{bad}공개 모델 설명이며 세부 구현, 가중치와 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\subsection*{C08. dino-reg-base-standard}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {다방향 입력};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {DINOv2 Base with-registers};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {출력 선택};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {선형 head $\to$ 확률};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{다방향 입력}: 정확한 이전 실험 view 수는 별도 공개 요약에서 미확인.\par}
{\small\textbf{DINOv2 Base with-registers}: 한 번 추출한 동결 특징\par}
{\small\textbf{출력 선택}: CLS + patch 표현\par}
{\small\textbf{선형 head $\to$ 확률}: 전체 5-fold에서 학습. 큰 backbone이 자동으로 우수하다는 근거는 없음.\par}
{\small\color{bad}공개 모델 설명이며 세부 구현, 가중치와 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\clearpage
\subsection*{C09. dino-reg-base-plus-register}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {다방향 입력};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {DINOv2 Base with-registers};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {출력 선택};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {선형 head $\to$ 확률};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{다방향 입력}: 정확한 이전 실험 view 수는 별도 공개 요약에서 미확인.\par}
{\small\textbf{DINOv2 Base with-registers}: 한 번 추출한 동결 특징\par}
{\small\textbf{출력 선택}: CLS + patch + register 평균\par}
{\small\textbf{선형 head $\to$ 확률}: 전체 5-fold에서 학습. 큰 backbone이 자동으로 우수하다는 근거는 없음.\par}
{\small\color{bad}공개 모델 설명이며 세부 구현, 가중치와 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\subsection*{C10. dino-reg-base-register-only}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {다방향 입력};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {DINOv2 Base with-registers};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {출력 선택};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {선형 head $\to$ 확률};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{다방향 입력}: 정확한 이전 실험 view 수는 별도 공개 요약에서 미확인.\par}
{\small\textbf{DINOv2 Base with-registers}: 한 번 추출한 동결 특징\par}
{\small\textbf{출력 선택}: register 평균 단독\par}
{\small\textbf{선형 head $\to$ 확률}: 전체 5-fold에서 학습. 큰 backbone이 자동으로 우수하다는 근거는 없음.\par}
{\small\color{bad}공개 모델 설명이며 세부 구현, 가중치와 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\clearpage
\subsection*{C11. dino-reg-large-standard}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {다방향 입력};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {DINOv2 Large with-registers};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {출력 선택};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {선형 head $\to$ 확률};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{다방향 입력}: 정확한 이전 실험 view 수는 별도 공개 요약에서 미확인.\par}
{\small\textbf{DINOv2 Large with-registers}: 한 번 추출한 동결 특징\par}
{\small\textbf{출력 선택}: CLS + patch 표현\par}
{\small\textbf{선형 head $\to$ 확률}: 전체 5-fold에서 학습. 큰 backbone이 자동으로 우수하다는 근거는 없음.\par}
{\small\color{bad}공개 모델 설명이며 세부 구현, 가중치와 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\subsection*{C12. dino-reg-large-plus-register}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {다방향 입력};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {DINOv2 Large with-registers};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {출력 선택};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {선형 head $\to$ 확률};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{다방향 입력}: 정확한 이전 실험 view 수는 별도 공개 요약에서 미확인.\par}
{\small\textbf{DINOv2 Large with-registers}: 한 번 추출한 동결 특징\par}
{\small\textbf{출력 선택}: CLS + patch + register 평균\par}
{\small\textbf{선형 head $\to$ 확률}: 전체 5-fold에서 학습. 큰 backbone이 자동으로 우수하다는 근거는 없음.\par}
{\small\color{bad}공개 모델 설명이며 세부 구현, 가중치와 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\clearpage
\subsection*{C13. dino-reg-large-register-only}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {다방향 입력};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {DINOv2 Large with-registers};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {출력 선택};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {선형 head $\to$ 확률};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{다방향 입력}: 정확한 이전 실험 view 수는 별도 공개 요약에서 미확인.\par}
{\small\textbf{DINOv2 Large with-registers}: 한 번 추출한 동결 특징\par}
{\small\textbf{출력 선택}: register 평균 단독\par}
{\small\textbf{선형 head $\to$ 확률}: 전체 5-fold에서 학습. 큰 backbone이 자동으로 우수하다는 근거는 없음.\par}
{\small\color{bad}공개 모델 설명이며 세부 구현, 가중치와 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\subsection*{C14. dino\_\allowbreak{}token\_\allowbreak{}attention}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {15개 view};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {DINOv2 Large with-registers};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {토큰 보존};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {작은 Transformer $\times$ 2};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n4) at (116,0) {분류 출력};
\draw[-{Latex[length=1.3mm]},color=teal] (n3.east) -- (n4.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{15개 view}: 영상 크기와 선택 위치는 공개 요약에서 미확인.\par}
{\small\textbf{DINOv2 Large with-registers}: 동결 특징 추출\par}
{\small\textbf{토큰 보존}: 각 view CLS와 4$\times$4 patch grid. register 조건은 개별 register 4개 추가\par}
{\small\textbf{작은 Transformer $\times$ 2}: 128차원. attention head 수, 위치 인코딩과 pooling은 미공개.\par}
{\small\textbf{분류 출력}: 전체 5-fold 완료. 표준 0.3932, register 추가 0.3798. 최신 행의 상태와 점수를 우선합니다.\par}
{\small\color{bad}공개 자료로 확인한 두 조건입니다. 표준 조건은 register 토큰 추가가 없고 다른 조건은 개별 register를 추가합니다. 내부 구현과 분할은 미검증입니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\clearpage
\subsection*{C15. spatial\_\allowbreak{}plans}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {영상 입력};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {4개 구조 분기 계획};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {단일 모델 분류};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{영상 입력}: 동일 BCE 조건의 신규 구조 대조\par}
{\small\textbf{4개 구조 분기 계획}: 공분산, 좌표 결합, 고정 국소/전체, 학습 국소/전체. 순차 연결 4블록이라는 뜻이 아님.\par}
{\small\textbf{단일 모델 분류}: 각각 전체 5-fold로 비교. 정확한 블록 수와 현재 성능은 미확인.\par}
{\small\color{bad}공개 모델 설명이며 세부 구현, 가중치와 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\subsection*{C16. spatial\_\allowbreak{}cov}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {3D 공간 특징};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {공간 공분산 결합};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {분류 출력};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{3D 공간 특징}: 공개 명칭은 공간 공분산 대칭 CNN\par}
{\small\textbf{공간 공분산 결합}: 공분산 계산 위치와 특징 차원은 미공개\par}
{\small\textbf{분류 출력}: 같은 BCE, 전체 5-fold 비교\par}
{\small\color{bad}공개 설명으로 확인한 단계입니다. 정확한 내부 깊이, 구현과 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\clearpage
\subsection*{C17. spatial\_\allowbreak{}geo\_\allowbreak{}cov}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {3D 공간 특징};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {좌표와 공분산 결합};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {분류 출력};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{3D 공간 특징}: 좌표 결합 공간 공분산 대칭 CNN\par}
{\small\textbf{좌표와 공분산 결합}: 좌표 정의와 결합 연산의 세부 구현은 미공개\par}
{\small\textbf{분류 출력}: 같은 BCE, 전체 5-fold 비교\par}
{\small\color{bad}공개 설명으로 확인한 단계입니다. 정확한 내부 깊이, 구현과 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\subsection*{C18. local\_\allowbreak{}global\_\allowbreak{}fixed}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {영상의 국소와 전체 정보};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {두 범위 특징 결합};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {분류 출력};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{영상의 국소와 전체 정보}: 고정 국소/전체 경로\par}
{\small\textbf{두 범위 특징 결합}: crop 크기, 공유 가중치 여부 및 결합 위치는 미공개\par}
{\small\textbf{분류 출력}: 같은 BCE, 전체 5-fold 비교\par}
{\small\color{bad}공개 설명으로 확인한 단계입니다. 정확한 내부 깊이, 구현과 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\clearpage
\subsection*{C19. local\_\allowbreak{}global\_\allowbreak{}learned}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {영상의 국소와 전체 정보};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {국소 선택과 특징 결합};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {분류 출력};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{영상의 국소와 전체 정보}: 학습되는 국소/전체 경로\par}
{\small\textbf{국소 선택과 특징 결합}: 위치 학습 방식 및 결합 위치는 미공개\par}
{\small\textbf{분류 출력}: 같은 BCE, 전체 5-fold 비교\par}
{\small\color{bad}공개 설명으로 확인한 단계입니다. 정확한 내부 깊이, 구현과 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\subsection*{C20. ssl\_\allowbreak{}clean}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {각 outer fold의 훈련 영상만};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {20 epoch 자체 재구성};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {encoder만 이전};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {30 epoch BCE 미세조정};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{각 outer fold의 훈련 영상만}: 검증 fold는 선행학습에서 제외한다고 공개\par}
{\small\textbf{20 epoch 자체 재구성}: encoder와 재구성 경로. decoder 세부 구성 미공개\par}
{\small\textbf{encoder만 이전}: 강한 대칭 CNN에 이전\par}
{\small\textbf{30 epoch BCE 미세조정}: 전체 5-fold 단독 모델 성능 비교, 아직 확정 결과 없음\par}
{\small\color{bad}공개 설명으로 확인한 단계입니다. 정확한 내부 깊이, 구현과 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\clearpage
\subsection*{C21. ssl\_\allowbreak{}nuisance}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {각 outer fold의 훈련 영상만};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {20 epoch 교란 복원};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {encoder만 이전};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {30 epoch BCE 미세조정};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{각 outer fold의 훈련 영상만}: 검증 fold는 선행학습에서 제외한다고 공개\par}
{\small\textbf{20 epoch 교란 복원}: 교란 종류와 복원 loss의 세부 구성 미공개\par}
{\small\textbf{encoder만 이전}: 강한 대칭 CNN에 이전\par}
{\small\textbf{30 epoch BCE 미세조정}: 전체 5-fold 단독 성능 비교, 아직 확정 결과 없음\par}
{\small\color{bad}공개 설명으로 확인한 단계입니다. 정확한 내부 깊이, 구현과 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\subsection*{C22. ssl\_\allowbreak{}consistent}
\begin{center}\begin{adjustbox}{max width=\linewidth}\begin{tikzpicture}[x=1mm,y=1mm]
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n0) at (0,0) {각 outer fold의 훈련 영상만};
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n1) at (29,0) {20 epoch 복원과 표현 일관성};
\draw[-{Latex[length=1.3mm]},color=teal] (n0.east) -- (n1.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n2) at (58,0) {encoder만 이전};
\draw[-{Latex[length=1.3mm]},color=teal] (n1.east) -- (n2.west);
\node[draw=teal,fill=pale,line width=.5pt,minimum height=16mm,text width=22mm,inner sep=1mm,align=center,font=\fontsize{8.5}{10.5}\selectfont] (n3) at (87,0) {30 epoch BCE 미세조정};
\draw[-{Latex[length=1.3mm]},color=teal] (n2.east) -- (n3.west);
\end{tikzpicture}\end{adjustbox}\end{center}
{\small\textbf{각 outer fold의 훈련 영상만}: 검증 fold는 선행학습에서 제외한다고 공개\par}
{\small\textbf{20 epoch 복원과 표현 일관성}: 일관성 항의 정의와 가중치는 미공개\par}
{\small\textbf{encoder만 이전}: 강한 대칭 CNN에 이전\par}
{\small\textbf{30 epoch BCE 미세조정}: 전체 5-fold 단독 성능 비교, 아직 확정 결과 없음\par}
{\small\color{bad}공개 설명으로 확인한 단계입니다. 정확한 내부 깊이, 구현과 분할은 검증하지 않았습니다.\par}\vspace{6mm}\hrule\vspace{4mm}
\end{document}