Few-shot Segmentation on Kvasir-SEG
82.8DiceM2C
Evaluation results
| Method | Links | |
|---|---|---|
| M2CNumber of shots=10-shot, Training strategy=training-free2026.06 | 82.8 | |
| SPFS-SAMNumber of shots=10-shot, Training strategy=training-free2026.06 | 80.4 | |
| M2CNumber of shots=5-shot, Training strategy=training-free2026.06 | 80.2 | |
| SPFS-SAMNumber of shots=5-shot, Training strategy=training-free2026.06 | 78.5 | |
| M2CNumber of shots=1-shot, Training strategy=training-free2026.06 | 76.3 | |
| ProtoSAMNumber of shots=1-shot, Training strategy=training-free2026.06 | 72.1 | |
| SPFS-SAMNumber of shots=1-shot, Training strategy=training-free2026.06 | 70.4 | |
| MatcherNumber of shots=10-shot, Training strategy=training-free2026.06 | 69.2 | |
| MatcherNumber of shots=5-shot, Training strategy=training-free2026.06 | 68.3 | |
| MatcherNumber of shots=1-shot, Training strategy=training-free2026.06 | 67.1 | |
| MAUPNumber of shots=5-shot, Training strategy=training-free2026.06 | 60.6 | |
| MAUPNumber of shots=10-shot, Training strategy=training-free2026.06 | 58.3 | |
| MultiversegNumber of shots=10-shot, Training strategy=training-based2026.06 | 50.5 | |
| TycheNumber of shots=10-shot, Training strategy=training-based2026.06 | 49.9 | |
| MultiversegNumber of shots=5-shot, Training strategy=training-based2026.06 | 48.5 | |
| MAUPNumber of shots=1-shot, Training strategy=training-free2026.06 | 46.9 | |
| TycheNumber of shots=5-shot, Training strategy=training-based2026.06 | 43.1 | |
| MultiversegNumber of shots=1-shot, Training strategy=training-based2026.06 | 35.8 | |
| TycheNumber of shots=1-shot, Training strategy=training-based2026.06 | 26.9 |