Few-shot Semantic Segmentation on ISIC
74.4mIoUMPA (w/ Source-Training)
Evaluation results
| Method | Links | |
|---|---|---|
| MPA (w/ Source-Training)Backbone=Res-50, Shot=5-shot2026.02 | 74.4 | |
| MPA (w/ Source-Training)Backbone=Res-50, Shot=1-shot2026.02 | 74.3 | |
| MPA (w/o Source-Training)Backbone=Res-50, Shot=5-shot2026.02 | 71.3 | |
| MPA (w/o Source-Training)Backbone=Res-50, Shot=1-shot2026.02 | 71.1 | |
| IFABackbone=Res-50, Shot=5-shot2026.02 | 69.8 | |
| IFABackbone=Res-50, Shot=1-shot2026.02 | 66.3 | |
| SSPBackbone=Res-50, Shot=5-shot2026.02 | 65.4 | |
| PATNetBackbone=Res-50, Shot=5-shot2026.02 | 53.6 | |
| ABCDFSSBackbone=Res-50, Shot=5-shot2026.02 | 53.3 | |
| DR-AdapterBackbone=Res-50, Shot=5-shot2026.02 | 48.9 | |
| SSPBackbone=Res-50, Shot=1-shot2026.02 | 48.6 | |
| PATNetBackbone=Vgg-16, Shot=5-shot2026.02 | 45.8 | |
| ABCDFSSBackbone=Res-50, Shot=1-shot2026.02 | 45.7 | |
| PATNetBackbone=Res-50, Shot=1-shot2026.02 | 41.2 | |
| DR-AdapterBackbone=Res-50, Shot=1-shot2026.02 | 40.8 | |
| HSNetBackbone=Res-50, Shot=5-shot2026.02 | 35.1 | |
| PANetBackbone=Res-50, Shot=5-shot2026.02 | 34 | |
| PATNetBackbone=Vgg-16, Shot=1-shot2026.02 | 33.1 | |
| HSNetBackbone=Res-50, Shot=1-shot2026.02 | 31.2 | |
| AMPBackbone=Vgg-16, Shot=5-shot2026.02 | 30.4 | |
| AMPBackbone=Vgg-16, Shot=1-shot2026.02 | 28.4 | |
| CaNetBackbone=Res-50, Shot=5-shot2026.02 | 28.2 | |
| RePRIBackbone=Res-50, Shot=5-shot2026.02 | 26.2 | |
| PANetBackbone=Res-50, Shot=1-shot2026.02 | 25.3 | |
| CaNetBackbone=Res-50, Shot=1-shot2026.02 | 25.2 | |
| PFENetBackbone=Res-50, Shot=5-shot2026.02 | 23.8 | |
| PFENetBackbone=Res-50, Shot=1-shot2026.02 | 23.5 | |
| RePRIBackbone=Res-50, Shot=1-shot2026.02 | 23.3 | |
| PGNetBackbone=Res-50, Shot=1-shot2026.02 | 21.9 | |
| PGNetBackbone=Res-50, Shot=5-shot2026.02 | 21.3 | |
| RPMMsBackbone=Res-50, Shot=5-shot2026.02 | 20 | |
| RPMMsBackbone=Res-50, Shot=1-shot2026.02 | 18 |