Few-shot Segmentation on ISIC 2017
82.1Dice ScoreM2C
Evaluation results
| Method | Links | |
|---|---|---|
| M2CNumber of shots=10-shot, Training strategy=training-free2026.06 | 82.1 | |
| M2CNumber of shots=5-shot, Training strategy=training-free2026.06 | 79.2 | |
| M2CNumber of shots=1-shot, Training strategy=training-free2026.06 | 75.9 | |
| SPFS-SAMNumber of shots=10-shot, Training strategy=training-free2026.06 | 74.9 | |
| SPFS-SAMNumber of shots=5-shot, Training strategy=training-free2026.06 | 72.3 | |
| MultiversegNumber of shots=10-shot, Training strategy=training-based2026.06 | 71.6 | |
| MultiversegNumber of shots=5-shot, Training strategy=training-based2026.06 | 70.8 | |
| TycheNumber of shots=10-shot, Training strategy=training-based2026.06 | 69.7 | |
| TycheNumber of shots=5-shot, Training strategy=training-based2026.06 | 68.1 | |
| ProtoSAMNumber of shots=1-shot, Training strategy=training-free2026.06 | 64.1 | |
| MAUPNumber of shots=10-shot, Training strategy=training-free2026.06 | 59.3 | |
| MatcherNumber of shots=5-shot, Training strategy=training-free2026.06 | 58.8 | |
| MatcherNumber of shots=10-shot, Training strategy=training-free2026.06 | 58.3 | |
| MAUPNumber of shots=5-shot, Training strategy=training-free2026.06 | 55.7 | |
| MatcherNumber of shots=1-shot, Training strategy=training-free2026.06 | 54.2 | |
| MAUPNumber of shots=1-shot, Training strategy=training-free2026.06 | 53 | |
| SPFS-SAMNumber of shots=1-shot, Training strategy=training-free2026.06 | 52.3 | |
| MultiversegNumber of shots=1-shot, Training strategy=training-based2026.06 | 46.3 | |
| TycheNumber of shots=1-shot, Training strategy=training-based2026.06 | 37.2 |