ML Research Wiki / Benchmarks / Multiple Instance Learning / TCGA

TCGA

Multiple Instance Learning Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: ACC

Top Performing Models

Rank Model Paper ACC Date Code
1 DTFD-MIL (MAS) DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification 0.96 2022-03-22 📦 hrzhang1123/dtfd-mil 📦 liupei101/psemix
2 DTFD-MIL (AFS) DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification 0.95 2022-03-22 📦 hrzhang1123/dtfd-mil 📦 liupei101/psemix
3 Snuffy (SimCLR Exhaustive) Snuffy: Efficient Whole Slide Image Classifier 0.95 2024-08-15 📦 jafarinia/snuffy
4 DSMIL-LC Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning 0.93 2020-11-17 📦 binli123/dsmil-wsi 📦 Xiyue-Wang/RetCCL
5 DSMIL Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning 0.92 2020-11-17 📦 binli123/dsmil-wsi 📦 Xiyue-Wang/RetCCL
6 DTFD-MIL (MaxMinS) DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification 0.89 2022-03-22 📦 hrzhang1123/dtfd-mil 📦 liupei101/psemix
7 TransMIL TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification 0.88 2021-06-02 📦 szc19990412/TransMIL 📦 Xiyue-Wang/RetCCL 📦 Ycblue/TransMIL
8 DTFD-MIL (MaxS) DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification 0.87 2022-03-22 📦 hrzhang1123/dtfd-mil 📦 liupei101/psemix

All Papers (8)

hrzhang1123/dtfd-mil liupei101/psemix
hrzhang1123/dtfd-mil liupei101/psemix

Snuffy: Efficient Whole Slide Image Classifier

2024
Snuffy (SimCLR Exhaustive)
jafarinia/snuffy
binli123/dsmil-wsi Xiyue-Wang/RetCCL
binli123/dsmil-wsi Xiyue-Wang/RetCCL
hrzhang1123/dtfd-mil liupei101/psemix
szc19990412/TransMIL Xiyue-Wang/RetCCL Ycblue/TransMIL
hrzhang1123/dtfd-mil liupei101/psemix