Multiple Instance Learning on TCGA

Metric: ACC (higher is better)

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#	Model↕	ACC▼	Augmentations	Paper	Date↕	Code
1	DTFD-MIL (AFS)	0.951	No	DTFD-MIL: Double-Tier Feature Distillation Multi...	2022-03-22	Code
2	Snuffy (SimCLR Exhaustive)	0.947	No	Snuffy: Efficient Whole Slide Image Classifier	2024-08-15	Code
3	DSMIL-LC	0.9286	No	Dual-stream Multiple Instance Learning Network f...	2020-11-17	Code
4	DSMIL	0.919	No	Dual-stream Multiple Instance Learning Network f...	2020-11-17	Code
5	DTFD-MIL (MaxMinS)	0.891	No	DTFD-MIL: Double-Tier Feature Distillation Multi...	2022-03-22	Code
6	TransMIL	0.8835	No	TransMIL: Transformer based Correlated Multiple ...	2021-06-02	Code
7	DTFD-MIL (MaxS)	0.868	No	DTFD-MIL: Double-Tier Feature Distillation Multi...	2022-03-22	Code

#1DTFD-MIL (AFS)SOTA
0.951
ACC· 2022-03-22
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification Code
#2Snuffy (SimCLR Exhaustive)
0.947
ACC· 2024-08-15
Snuffy: Efficient Whole Slide Image Classifier Code
#3DSMIL-LCSOTA
0.9286
ACC· 2020-11-17
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning Code
#4DSMIL
0.919
ACC· 2020-11-17
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning Code
#5DTFD-MIL (MaxMinS)
0.891
ACC· 2022-03-22
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification Code
#6TransMIL
0.8835
ACC· 2021-06-02
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification Code
#7DTFD-MIL (MaxS)
0.868
ACC· 2022-03-22
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification Code