Multiple Instance Learning on TCGA

Metric: AUC (higher is better)

LeaderboardDataset

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#	Model↕	AUC▼	Augmentations	Paper	Date↕	Code
1	Snuffy (SimCLR Exhaustive)	0.972	No	Snuffy: Efficient Whole Slide Image Classifier	2024-08-15	Code
2	DSMIL	0.9633	No	Dual-stream Multiple Instance Learning Network f...	2020-11-17	Code
3	DTFD-MIL (MaxMinS)	0.961	No	DTFD-MIL: Double-Tier Feature Distillation Multi...	2022-03-22	Code
4	TransMIL	0.9603	No	TransMIL: Transformer based Correlated Multiple ...	2021-06-02	Code
5	DSMIL-LC	0.9583	No	Dual-stream Multiple Instance Learning Network f...	2020-11-17	Code
6	DTFD-MIL (MAS)	0.955	No	DTFD-MIL: Double-Tier Feature Distillation Multi...	2022-03-22	Code
7	DTFD-MIL (MaxS)	0.919	No	DTFD-MIL: Double-Tier Feature Distillation Multi...	2022-03-22	Code

#1Snuffy (SimCLR Exhaustive)SOTA
0.972
AUC· 2024-08-15
Snuffy: Efficient Whole Slide Image Classifier Code
#2DSMILSOTA
0.9633
AUC· 2020-11-17
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning Code
#3DTFD-MIL (MaxMinS)
0.961
AUC· 2022-03-22
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification Code
#4TransMIL
0.9603
AUC· 2021-06-02
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification Code
#5DSMIL-LC
0.9583
AUC· 2020-11-17
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning Code
#6DTFD-MIL (MAS)
0.955
AUC· 2022-03-22
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification Code
#7DTFD-MIL (MaxS)
0.919
AUC· 2022-03-22
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification Code