Multiple Instance Learning on CAMELYON16

Metric: AUC (higher is better)

LeaderboardDataset

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Results

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#	Model↕	AUC▼	Augmentations	Paper	Date↕	Code
1	Snuffy (DINO Exhaustive)	0.987	No	Snuffy: Efficient Whole Slide Image Classifier	2024-08-15	Code
2	Snuffy (SimCLR Exhaustive)	0.97	No	Snuffy: Efficient Whole Slide Image Classifier	2024-08-15	Code
3	CAMIL	0.959	No	CAMIL: Context-Aware Multiple Instance Learning ...	2023-05-09	Code
4	CAMIL (CAMIL-L)	0.953	No	CAMIL: Context-Aware Multiple Instance Learning ...	2023-05-09	Code
5	CAMIL (CAMIL-G)	0.95	No	CAMIL: Context-Aware Multiple Instance Learning ...	2023-05-09	Code
6	DTFD-MIL (AFS)	0.946	No	DTFD-MIL: Double-Tier Feature Distillation Multi...	2022-03-22	Code
7	DTFD-MIL (MAS)	0.945	No	DTFD-MIL: Double-Tier Feature Distillation Multi...	2022-03-22	Code
8	DTFD-MIL (MaxMinS)	0.941	No	DTFD-MIL: Double-Tier Feature Distillation Multi...	2022-03-22	Code
9	TransMIL	0.9309	No	TransMIL: Transformer based Correlated Multiple ...	2021-06-02	Code
10	DSMIL-LC	0.9165	No	Dual-stream Multiple Instance Learning Network f...	2020-11-17	Code
11	Snuffy (MAE Adapter)	0.91	No	Snuffy: Efficient Whole Slide Image Classifier	2024-08-15	Code
12	DTFD-MIL (MaxS)	0.907	No	DTFD-MIL: Double-Tier Feature Distillation Multi...	2022-03-22	Code
13	DSMIL	0.8944	No	Dual-stream Multiple Instance Learning Network f...	2020-11-17	Code
14	DGMIL	0.8368	No	DGMIL: Distribution Guided Multiple Instance Lea...	2022-06-17	Code