Skin lesion diagnostic and concept prediction on F17k
88.66AccuracyNeRD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NeRDMethod Category=Generative reasoning2026.06 | 88.66 | 61.7 | 94.1 | |
| Sequential LogicCBMMethod Category=Discriminative concept-based2026.06 | 88.51 | 57.95 | 71.77 | |
| Joint CBMMethod Category=Discriminative concept-based2026.06 | 88.35 | 52.83 | 79.71 | |
| InceptionV3Method Category=Black-box2026.06 | 88.04 | 54.97 | — | |
| Joint LogicCBMMethod Category=Discriminative concept-based2026.06 | 87.73 | 55.87 | 69.01 | |
| WISEMethod Category=Generative reasoning2026.06 | 86.65 | 56.12 | 85.9 | |
| Zero-shotMethod Category=Generative reasoning2026.06 | 84.63 | 34.44 | 88.62 | |
| Sequential CBMMethod Category=Discriminative concept-based2026.06 | 76.86 | 13.87 | 91.59 |