← Multiple Instance Learning

Papers with Code · CC BY-SA 4.0

CAMELYON16

아카이브 평가 14건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
Snuffy (DINO Exhaustive)	AUC 0.987 ACC 0.948 Expected Calibration Error 0.083 Patch AUC 0.957 FROC 0.675	Snuffy: Efficient Whole Slide Image Classifier 2024-08-15	코드 1
Snuffy (SimCLR Exhaustive)	AUC 0.970 ACC 0.952 Expected Calibration Error 0.057 Patch AUC 0.980 FROC 0.622	Snuffy: Efficient Whole Slide Image Classifier 2024-08-15	코드 1
CAMIL	AUC 0.959 ACC 0.917	CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images 2023-05-09	코드 1
CAMIL (CAMIL-L)	AUC 0.953 ACC 0.91	CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images 2023-05-09	코드 1
CAMIL (CAMIL-G)	AUC 0.95 ACC 0.891	CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images 2023-05-09	코드 1
DTFD-MIL (AFS)	AUC 0.946 ACC 0.908	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification 2022-03-22	코드 1 · 코드 2
DTFD-MIL (MAS)	AUC 0.945 ACC 0.897	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification 2022-03-22	코드 1 · 코드 2
DTFD-MIL (MaxMinS)	AUC 0.941 ACC 0.899	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification 2022-03-22	코드 1 · 코드 2
TransMIL	AUC 0.9309 ACC 0.8837	TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification 2021-06-02	코드 1 · 코드 2 · 코드 3
DSMIL-LC	AUC 0.9165 ACC 0.8992	Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning 2020-11-17	코드 1 · 코드 2
Snuffy (MAE Adapter)	AUC 0.910 ACC 0.900 Expected Calibration Error 0.078 Patch AUC 0.873 FROC 0.543	Snuffy: Efficient Whole Slide Image Classifier 2024-08-15	코드 1
DTFD-MIL (MaxS)	AUC 0.907 ACC 0.864	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification 2022-03-22	코드 1 · 코드 2
DSMIL	AUC 0.8944 ACC 0.8682	Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning 2020-11-17	코드 1 · 코드 2
DGMIL	AUC 0.8368 ACC 0.8018	DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification 2022-06-17	코드 1