Multiple Instance Learning on CAMELYON16

16개 결과 · ⬇ CSV · JSON

AUC

Rank	Model	AUC	ACC	Expected Calibration Error	FROC	Patch AUC	Paper	Code	Year
1	Snuffy (DINO Exhaustive)	0.987	0.948	0.083	0.675	0.957	Snuffy: Efficient Whole Slide Image Classifier	jafarinia/snuffy	2024
2	Snuffy (SimCLR Exhaustive)	0.970	0.952	0.057	0.622	0.980	Snuffy: Efficient Whole Slide Image Classifier	jafarinia/snuffy	2024
3	CAMIL	0.959	0.917	–	–	–	CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images	olgarithmics/ICLR_CAMIL	2023
4	CAMIL (CAMIL-L)	0.953	0.91	–	–	–	CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images	olgarithmics/ICLR_CAMIL	2023
5	CAMIL (CAMIL-G)	0.95	0.891	–	–	–	CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images	olgarithmics/ICLR_CAMIL	2023
6	DTFD-MIL (AFS)	0.946	0.908	–	–	–	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification	hrzhang1123/dtfd-mil · liupei101/psemix	2022
7	DTFD-MIL (MAS)	0.945	0.897	–	–	–	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification	hrzhang1123/dtfd-mil · liupei101/psemix	2022
8	DTFD-MIL (MaxMinS)	0.941	0.899	–	–	–	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification	hrzhang1123/dtfd-mil · liupei101/psemix	2022
9	Aligning Cellular Sheaves with Classifie 자동 추출	0.940	–	–	–	–	Aligning Cellular Sheaves with Classifier Attention for Interpretable Weakly-Supervised Pathology Localization		2026
10	EfficientMIL 자동 추출	0.933	–	–	–	–	EfficientMIL: Efficient Linear-Complexity MIL Method for WSI Classification		2025
11	TransMIL	0.9309	0.8837	–	–	–	TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification	szc19990412/TransMIL · Xiyue-Wang/RetCCL · Ycblue/TransMIL	2021
12	DSMIL-LC	0.9165	0.8992	–	–	–	Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning	binli123/dsmil-wsi · Xiyue-Wang/RetCCL	2020
13	Snuffy (MAE Adapter)	0.910	0.900	0.078	0.543	0.873	Snuffy: Efficient Whole Slide Image Classifier	jafarinia/snuffy	2024
14	DTFD-MIL (MaxS)	0.907	0.864	–	–	–	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification	hrzhang1123/dtfd-mil · liupei101/psemix	2022
15	DSMIL	0.8944	0.8682	–	–	–	Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning	binli123/dsmil-wsi · Xiyue-Wang/RetCCL	2020
16	DGMIL	0.8368	0.8018	–	–	–	DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification	miccaiif/dgmil	2022