ML Research Wiki / Benchmarks / Multiple Instance Learning / CAMELYON16

CAMELYON16

Multiple Instance Learning Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: AUC

Top Performing Models

Rank Model Paper AUC Date Code
1 Snuffy (SimCLR Exhaustive) Snuffy: Efficient Whole Slide Image Classifier 0.95 2024-08-15 📦 jafarinia/snuffy
2 Snuffy (DINO Exhaustive) Snuffy: Efficient Whole Slide Image Classifier 0.95 2024-08-15 📦 jafarinia/snuffy
3 CAMIL CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images 0.92 2023-05-09 📦 olgarithmics/ICLR_CAMIL
4 CAMIL (CAMIL-L) CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images 0.91 2023-05-09 📦 olgarithmics/ICLR_CAMIL
5 DTFD-MIL (AFS) DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification 0.91 2022-03-22 📦 hrzhang1123/dtfd-mil 📦 liupei101/psemix
6 Snuffy (MAE Adapter) Snuffy: Efficient Whole Slide Image Classifier 0.90 2024-08-15 📦 jafarinia/snuffy
7 DSMIL-LC Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning 0.90 2020-11-17 📦 binli123/dsmil-wsi 📦 Xiyue-Wang/RetCCL
8 DTFD-MIL (MaxMinS) DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification 0.90 2022-03-22 📦 hrzhang1123/dtfd-mil 📦 liupei101/psemix
9 DTFD-MIL (MAS) DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification 0.90 2022-03-22 📦 hrzhang1123/dtfd-mil 📦 liupei101/psemix
10 CAMIL (CAMIL-G) CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images 0.89 2023-05-09 📦 olgarithmics/ICLR_CAMIL

All Papers (14)

Snuffy: Efficient Whole Slide Image Classifier

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