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ResearchFormerly WizWand

Diabetic Retinopathy Classification on DR (test)

78.3AccuracyAdaCBM
70.81272.75674.776.644Aug 4, 2024
Updated 8mo ago

Evaluation results

MethodLinks
AdaCBMModel category=Interpretable CBM models, Concept Selection=Concept Utility Selection (ours), k=102024.0878.3
AdaCBMModel category=Interpretable CBM models, Concept Selection=Concept Utility Selection (ours), k=202024.0878.3
AdaCBMModel category=Interpretable CBM models, Concept Selection=Concept Utility Selection (ours), k=502024.0878.2
Linear CLSModel category=Non-interpretable models2024.0878
Linear-probeModel category=Non-interpretable models2024.0877.5
LaBo (10K)Model category=Interpretable CBM models, Concept Selection=Submodular, k=502024.0877.2
LaBo (10K)Model category=Interpretable CBM models, Concept Selection=Submodular, k=202024.0876
LaBoModel category=Interpretable CBM models, Concept Selection=Submodular, k=502024.0875.8
Label-free CBMModel category=Interpretable CBM models2024.0875.7
LaBoModel category=Interpretable CBM models, Concept Selection=Submodular, k=202024.0875.4
LaBo (10K)Model category=Interpretable CBM models, Concept Selection=Submodular, k=102024.0874.7
LaBoModel category=Interpretable CBM models, Concept Selection=Submodular, k=102024.0874.6
Backbone FTModel category=Non-interpretable models2024.0873.7
LORA & FTModel category=Non-interpretable models2024.0871.1