OpenCodePapers
multiple-instance-learning-on-camelyon16
Multiple Instance Learning
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Paper
Code
AUC
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ACC
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Expected Calibration Error
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FROC
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Patch AUC
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ModelName
ReleaseDate
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Snuffy: Efficient Whole Slide Image Classifier
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0.987
0.948
0.083
0.675
0.957
Snuffy (DINO Exhaustive)
2024-08-15
Snuffy: Efficient Whole Slide Image Classifier
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0.970
0.952
0.057
0.622
0.980
Snuffy (SimCLR Exhaustive)
2024-08-15
CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images
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0.959
0.917
CAMIL
2023-05-09
CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images
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0.953
0.91
CAMIL (CAMIL-L)
2023-05-09
CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images
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0.95
0.891
CAMIL (CAMIL-G)
2023-05-09
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification
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0.946
0.908
DTFD-MIL (AFS)
2022-03-22
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification
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0.945
0.897
DTFD-MIL (MAS)
2022-03-22
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification
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0.941
0.899
DTFD-MIL (MaxMinS)
2022-03-22
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification
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0.9309
0.8837
TransMIL
2021-06-02
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning
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0.9165
0.8992
DSMIL-LC
2020-11-17
Snuffy: Efficient Whole Slide Image Classifier
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0.910
0.900
0.078
0.543
0.873
Snuffy (MAE Adapter)
2024-08-15
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification
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0.907
0.864
DTFD-MIL (MaxS)
2022-03-22
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning
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0.8944
0.8682
DSMIL
2020-11-17
DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification
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0.8368
0.8018
DGMIL
2022-06-17