Concept Prediction on Derm7pt
86AccuracyCoPA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CoPA2025.10 | 86 | 92.1 | 85.8 | — | |
| MICA2025.10 | 83.9 | 85.6 | 79.4 | — | |
| CBE2025.10 | 83.8 | 76.6 | 78.1 | — | |
| InceptionV3Method Category=Black-box2026.06 | 81.77 | — | 55 | — | |
| Explicd2025.10 | 81 | 87.5 | 80.5 | — | |
| NeRDMethod Category=Generative reasoning2026.06 | 80.76 | — | 60 | 76.76 | |
| PCBM-h2025.10 | 79.9 | 83.3 | 74.5 | — | |
| Joint LogicCBMMethod Category=Discriminative concept-based2026.06 | 79.75 | — | 58.33 | 62.75 | |
| Joint CBMMethod Category=Discriminative concept-based2026.06 | 79.49 | — | 50.91 | 75.01 | |
| Sequential CBMMethod Category=Discriminative concept-based2026.06 | 78.99 | — | 34.65 | 78.8 | |
| Sequential LogicCBMMethod Category=Discriminative concept-based2026.06 | 77.97 | — | 54.45 | 64.76 | |
| WISEMethod Category=Generative reasoning2026.06 | 77.72 | — | 43.59 | 57.06 | |
| Zero-shotMethod Category=Generative reasoning2026.06 | 77.22 | — | 32.84 | 56.78 | |
| CoPA2025.10 | 77.1 | 87 | 76.6 | — | |
| PCBM2025.10 | 77 | 73 | 71 | — | |
| MICA2025.10 | 76 | 78.6 | 72.4 | — | |
| CBE2025.10 | 74.1 | 72.2 | 71 | — | |
| Explicd2025.10 | 73 | 85.7 | 71.9 | — |