Few-shot Semantic Segmentation on Average Deepglobe, ISIC, Chest X-Ray, FSS-1000
76.9mIoUMPA (w/ Source-Training)
Evaluation Results
| Method | Links | |
|---|---|---|
| MPA (w/ Source-Training)Backbone=Res-50, Shot=5-shot2026.02 | 76.9 | |
| DCDNetBackbone=ResNet-50, Publication=-, Shot=5-shot2025.11 | 76.7 | |
| MPA (w/o Source-Training)Backbone=Res-50, Shot=5-shot2026.02 | 75.5 | |
| MPA (w/ Source-Training)Backbone=Res-50, Shot=1-shot2026.02 | 74.8 | |
| MPA (w/o Source-Training)Backbone=Res-50, Shot=1-shot2026.02 | 73.4 | |
| IFABackbone=Res-50, Shot=5-shot2026.02 | 71.4 | |
| IFABackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.11 | 71.4 | |
| DCDNetBackbone=ResNet-50, Publication=-, Shot=1-shot2025.11 | 71.4 | |
| RSRMT. Params (M)=0, FLOPs (G)=161.9, FPS=47.62, Setting=1-shot2026.06 | 68.39 | |
| SSPBackbone=Res-50, Shot=5-shot2026.02 | 68 | |
| IFABackbone=Res-50, Shot=1-shot2026.02 | 67.8 | |
| IFABackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.11 | 67.8 | |
| DR-AdapterBackbone=Res-50, Shot=5-shot2026.02 | 65.4 | |
| APMBackbone=ResNet-50, Publication=NeurIPS 2024, Shot=5-shot2025.11 | 65.2 | |
| APSegBackbone=Vit-base, Publication=CVPR 2024, Shot=5-shot2025.11 | 65.1 | |
| LoECT. Params (M)=72.82, FLOPs (G)=150.1, FPS=52.91, Setting=1-shot2026.06 | 65.01 | |
| ABCDFSSBackbone=Res-50, Shot=5-shot2026.02 | 65 | |
| ABCDFSSBackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.11 | 65 | |
| DR-AdapterBackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.11 | 65 | |
| LoECBackbone=ResNet-50, Publication=CVPR 2025, Shot=5-shot2025.11 | 65 | |
| SSPBackbone=ResNet-50, Publication=ECCV 2022, Shot=5-shot2025.11 | 62.4 | |
| PATNetBackbone=Res-50, Shot=5-shot2026.02 | 62 | |
| PATNetBackbone=ResNet-50, Publication=CVPR 2022, Shot=5-shot2025.11 | 62 | |
| MatcherT. Params (M)=0, FLOPs (G)=727.6, FPS=0.47, Setting=1-shot2026.06 | 61.75 | |
| LoECBackbone=ResNet-50, Publication=CVPR 2025, Shot=1-shot2025.11 | 61.5 | |
| APSegBackbone=Vit-base, Publication=CVPR 2024, Shot=1-shot2025.11 | 61.3 | |
| DR-AdapterBackbone=Res-50, Shot=1-shot2026.02 | 60.9 | |
| ABCDFSSBackbone=Res-50, Shot=1-shot2026.02 | 60.7 | |
| ABCDFSSBackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.11 | 60.7 | |
| DR-AdapterBackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.11 | 60.7 | |
| SSPBackbone=Res-50, Shot=1-shot2026.02 | 60 | |
| APMBackbone=ResNet-50, Publication=NeurIPS 2024, Shot=1-shot2025.11 | 60 | |
| SSPBackbone=ResNet-50, Publication=ECCV 2022, Shot=1-shot2025.11 | 57.2 | |
| PATNetBackbone=Res-50, Shot=1-shot2026.02 | 56.1 | |
| PATNetBackbone=ResNet-50, Publication=CVPR 2022, Shot=1-shot2025.11 | 56.1 | |
| PANetBackbone=Res-50, Shot=5-shot2026.02 | 55.1 | |
| PATNetBackbone=Vgg-16, Shot=5-shot2026.02 | 54.4 | |
| HSNetBackbone=Res-50, Shot=5-shot2026.02 | 51.4 | |
| HSNetBackbone=ResNet-50, Publication=ICCV 2021, Shot=5-shot2025.11 | 51.4 | |
| RePRIBackbone=Res-50, Shot=5-shot2026.02 | 48.3 | |
| PATNetBackbone=Vgg-16, Shot=1-shot2026.02 | 47.8 | |
| HSNetBackbone=Res-50, Shot=1-shot2026.02 | 47.6 | |
| HSNetBackbone=ResNet-50, Publication=ICCV 2021, Shot=1-shot2025.11 | 47.6 | |
| PANetBackbone=Res-50, Shot=1-shot2026.02 | 47.2 | |
| RePRIBackbone=Res-50, Shot=1-shot2026.02 | 46.1 | |
| AMPBackbone=Vgg-16, Shot=5-shot2026.02 | 45.8 | |
| AMPBackbone=Vgg-16, Shot=1-shot2026.02 | 43.6 | |
| PerSAMBackbone=Vit-base, Publication=ICLR 2023, Shot=5-shot2025.11 | 40.6 | |
| CaNetBackbone=Res-50, Shot=5-shot2026.02 | 38 | |
| PerSAMBackbone=Vit-base, Publication=ICLR 2023, Shot=1-shot2025.11 | 37.6 | |
| CaNetBackbone=Res-50, Shot=1-shot2026.02 | 36.6 | |
| PFENetBackbone=Res-50, Shot=5-shot2026.02 | 35 | |
| PFENetBackbone=Res-50, Shot=1-shot2026.02 | 34.6 | |
| RPMMsBackbone=Res-50, Shot=5-shot2026.02 | 32.9 | |
| PGNetBackbone=Res-50, Shot=1-shot2026.02 | 32.2 | |
| RPMMsBackbone=Res-50, Shot=1-shot2026.02 | 31.6 | |
| PGNetBackbone=Res-50, Shot=5-shot2026.02 | 31.1 |