Diabetic Retinopathy Classification on DR (test)
78.3AccuracyAdaCBM
Evaluation Results
| Method | Links | |
|---|---|---|
| AdaCBMModel category=Interpretable CBM models, Concept Selection=Concept Utility Selection (ours), k=102024.08 | 78.3 | |
| AdaCBMModel category=Interpretable CBM models, Concept Selection=Concept Utility Selection (ours), k=202024.08 | 78.3 | |
| AdaCBMModel category=Interpretable CBM models, Concept Selection=Concept Utility Selection (ours), k=502024.08 | 78.2 | |
| Linear CLSModel category=Non-interpretable models2024.08 | 78 | |
| Linear-probeModel category=Non-interpretable models2024.08 | 77.5 | |
| LaBo (10K)Model category=Interpretable CBM models, Concept Selection=Submodular, k=502024.08 | 77.2 | |
| LaBo (10K)Model category=Interpretable CBM models, Concept Selection=Submodular, k=202024.08 | 76 | |
| LaBoModel category=Interpretable CBM models, Concept Selection=Submodular, k=502024.08 | 75.8 | |
| Label-free CBMModel category=Interpretable CBM models2024.08 | 75.7 | |
| LaBoModel category=Interpretable CBM models, Concept Selection=Submodular, k=202024.08 | 75.4 | |
| LaBo (10K)Model category=Interpretable CBM models, Concept Selection=Submodular, k=102024.08 | 74.7 | |
| LaBoModel category=Interpretable CBM models, Concept Selection=Submodular, k=102024.08 | 74.6 | |
| Backbone FTModel category=Non-interpretable models2024.08 | 73.7 | |
| LORA & FTModel category=Non-interpretable models2024.08 | 71.1 |