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

#1Snuffy (SimCLR Exhaustive)SOTA
0.952
ACC· 2024-08-15
Snuffy: Efficient Whole Slide Image Classifier Code
#2Snuffy (DINO Exhaustive)
0.948
ACC· 2024-08-15
Snuffy: Efficient Whole Slide Image Classifier Code
#3CAMILSOTA
0.917
ACC· 2023-05-09
CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images Code
#4CAMIL (CAMIL-L)
0.91
ACC· 2023-05-09
CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images Code
#5DTFD-MIL (AFS)SOTA
0.908
ACC· 2022-03-22
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification Code
#6Snuffy (MAE Adapter)
0.9
ACC· 2024-08-15
Snuffy: Efficient Whole Slide Image Classifier Code
#7DSMIL-LCSOTA
0.8992
ACC· 2020-11-17
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning Code
#8DTFD-MIL (MaxMinS)
0.899
ACC· 2022-03-22
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification Code
#9DTFD-MIL (MAS)
0.897
ACC· 2022-03-22
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification Code
#10CAMIL (CAMIL-G)
0.891
ACC· 2023-05-09
CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images Code
#11TransMIL
0.8837
ACC· 2021-06-02
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification Code
#12DSMIL
0.8682
ACC· 2020-11-17
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning Code
#13DTFD-MIL (MaxS)
0.864
ACC· 2022-03-22
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification Code
#14DGMIL
0.8018
ACC· 2022-06-17
DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification Code