Multiple Instance Learning on CAMELYON16

Metric: ACC (higher is better)

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#	Model↕	ACC▼	Augmentations	Paper	Date↕	Code
1	Snuffy (SimCLR Exhaustive)	0.952	No	Snuffy: Efficient Whole Slide Image Classifier	2024-08-15	Code
2	Snuffy (DINO Exhaustive)	0.948	No	Snuffy: Efficient Whole Slide Image Classifier	2024-08-15	Code
3	CAMIL	0.917	No	CAMIL: Context-Aware Multiple Instance Learning ...	2023-05-09	Code
4	CAMIL (CAMIL-L)	0.91	No	CAMIL: Context-Aware Multiple Instance Learning ...	2023-05-09	Code
5	DTFD-MIL (AFS)	0.908	No	DTFD-MIL: Double-Tier Feature Distillation Multi...	2022-03-22	Code
6	Snuffy (MAE Adapter)	0.9	No	Snuffy: Efficient Whole Slide Image Classifier	2024-08-15	Code
7	DSMIL-LC	0.8992	No	Dual-stream Multiple Instance Learning Network f...	2020-11-17	Code
8	DTFD-MIL (MaxMinS)	0.899	No	DTFD-MIL: Double-Tier Feature Distillation Multi...	2022-03-22	Code
9	DTFD-MIL (MAS)	0.897	No	DTFD-MIL: Double-Tier Feature Distillation Multi...	2022-03-22	Code
10	CAMIL (CAMIL-G)	0.891	No	CAMIL: Context-Aware Multiple Instance Learning ...	2023-05-09	Code
11	TransMIL	0.8837	No	TransMIL: Transformer based Correlated Multiple ...	2021-06-02	Code
12	DSMIL	0.8682	No	Dual-stream Multiple Instance Learning Network f...	2020-11-17	Code
13	DTFD-MIL (MaxS)	0.864	No	DTFD-MIL: Double-Tier Feature Distillation Multi...	2022-03-22	Code
14	DGMIL	0.8018	No	DGMIL: Distribution Guided Multiple Instance Lea...	2022-06-17	Code