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SotA/Methodology/Multiple Instance Learning/TCGA

Multiple Instance Learning on TCGA

Metric: AUC (higher is better)

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#Model↕AUC▼AugmentationsPaperDate↕Code
1Snuffy (SimCLR Exhaustive)0.972NoSnuffy: Efficient Whole Slide Image Classifier2024-08-15Code
2DSMIL0.9633NoDual-stream Multiple Instance Learning Network f...2020-11-17Code
3DTFD-MIL (MaxMinS)0.961NoDTFD-MIL: Double-Tier Feature Distillation Multi...2022-03-22Code
4TransMIL0.9603NoTransMIL: Transformer based Correlated Multiple ...2021-06-02Code
5DSMIL-LC0.9583NoDual-stream Multiple Instance Learning Network f...2020-11-17Code
6DTFD-MIL (MAS)0.955NoDTFD-MIL: Double-Tier Feature Distillation Multi...2022-03-22Code
7DTFD-MIL (MaxS)0.919NoDTFD-MIL: Double-Tier Feature Distillation Multi...2022-03-22Code