Few-Shot Segmentation on DeepGlobe
62.5mIoUDCDNet
Evaluation results
| Method | Links | |
|---|---|---|
| DCDNetBackbone=ResNet-50, Publication=-, Shot=5-shot2025.11 | 62.5 | |
| MPA (w/ Source-Training)Backbone=Res-50, Shot=5-shot2026.02 | 60.8 | |
| MPA (w/o Source-Training)Backbone=Res-50, Shot=5-shot2026.02 | 59.4 | |
| IFABackbone=Res-50, Shot=5-shot2026.02 | 58.8 | |
| IFABackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.11 | 58.8 | |
| GF-SAMShots=5-shot, Training Protocol=SAM-based Training-free2026.02 | 57.7 | |
| SSPShots=5-shot, Training Protocol=Training-required2026.02 | 54.2 | |
| SSPBackbone=Res-50, Shot=5-shot2026.02 | 54.2 | |
| MPA (w/ Source-Training)Backbone=Res-50, Shot=1-shot2026.02 | 54.2 | |
| MPA (w/o Source-Training)Backbone=Res-50, Shot=1-shot2026.02 | 53.1 | |
| DCDNetBackbone=ResNet-50, Publication=-, Shot=1-shot2025.11 | 51.3 | |
| MatcherShots=5-shot, Training Protocol=SAM-based Training-free2026.02 | 50.9 | |
| IFABackbone=Res-50, Shot=1-shot2026.02 | 50.6 | |
| IFABackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.11 | 50.6 | |
| DR-AdapterBackbone=Res-50, Shot=5-shot2026.02 | 50.1 | |
| CPSShots=5-shot, Training Protocol=SAM-based Training-free2026.02 | 49.8 | |
| LoECBackbone=ResNet-50, Publication=CVPR 2025, Shot=5-shot2025.11 | 49.7 | |
| GF-SAMShots=1-shot, Training Protocol=SAM-based Training-free2026.02 | 49.5 | |
| ABCDFSSShots=5-shot, Training Protocol=Training-required2026.02 | 49 | |
| ABCDFSSBackbone=Res-50, Shot=5-shot2026.02 | 49 | |
| ABCDFSSBackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.11 | 49 | |
| SSPBackbone=ResNet-50, Publication=ECCV 2022, Shot=5-shot2025.11 | 48.7 | |
| MatcherShots=1-shot, Training Protocol=SAM-based Training-free2026.02 | 48.1 | |
| CPSShots=1-shot, Training Protocol=SAM-based Training-free2026.02 | 46 | |
| FROSTRegime=Training-free2026.06 | 45.6 | |
| PANetShots=5-shot, Training Protocol=Training-required2026.02 | 45.3 | |
| PANetBackbone=Res-50, Shot=5-shot2026.02 | 45.3 | |
| APMBackbone=ResNet-50, Publication=NeurIPS 2024, Shot=5-shot2025.11 | 44.9 | |
| LoECBackbone=ResNet-50, Publication=CVPR 2025, Shot=1-shot2025.11 | 44.1 | |
| INSID3Regime=Training-free2026.06 | 44.1 | |
| FSSDINORegime=Training-free2026.06 | 43.3 | |
| PATNetShots=5-shot, Training Protocol=Training-required2026.02 | 43 | |
| PATNetBackbone=Res-50, Shot=5-shot2026.02 | 43 | |
| PATNetBackbone=ResNet-50, Publication=CVPR 2022, Shot=5-shot2025.11 | 43 | |
| GF-SAMRegime=Training-free2026.06 | 43 | |
| ABCDFSSShots=1-shot, Training Protocol=Training-required2026.02 | 42.6 | |
| ABCDFSSBackbone=Res-50, Shot=1-shot2026.02 | 42.6 | |
| ABCDFSSBackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.11 | 42.6 | |
| SSPShots=1-shot, Training Protocol=Training-required2026.02 | 41.3 | |
| SSPBackbone=Res-50, Shot=1-shot2026.02 | 41.3 | |
| DR-AdapterBackbone=Res-50, Shot=1-shot2026.02 | 41.3 | |
| DR-AdapterBackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.11 | 41.3 | |
| APMBackbone=ResNet-50, Publication=NeurIPS 2024, Shot=1-shot2025.11 | 40.9 | |
| PerSAMBackbone=Vit-base, Publication=ICLR 2023, Shot=5-shot2025.11 | 40.7 | |
| AMPShots=5-shot, Training Protocol=Training-required2026.02 | 40.6 | |
| AMPBackbone=Vgg-16, Shot=5-shot2026.02 | 40.6 | |
| DR-AdapterBackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.11 | 40.1 | |
| SSPBackbone=ResNet-50, Publication=ECCV 2022, Shot=1-shot2025.11 | 40 | |
| APSegBackbone=Vit-base, Publication=CVPR 2024, Shot=5-shot2025.11 | 40 | |
| SegICRegime=Learning-based2026.06 | 40 | |
| DiffewSRegime=Learning-based2026.06 | 39.7 | |
| MatcherRegime=Training-free2026.06 | 38.2 | |
| PATNetShots=1-shot, Training Protocol=Training-required2026.02 | 37.9 | |
| PATNetBackbone=Res-50, Shot=1-shot2026.02 | 37.9 | |
| PATNetBackbone=ResNet-50, Publication=CVPR 2022, Shot=1-shot2025.11 | 37.9 | |
| AMPShots=1-shot, Training Protocol=Training-required2026.02 | 37.6 | |
| AMPBackbone=Vgg-16, Shot=1-shot2026.02 | 37.6 | |
| PANetShots=1-shot, Training Protocol=Training-required2026.02 | 36.6 | |
| PANetBackbone=Res-50, Shot=1-shot2026.02 | 36.6 | |
| PerSAMBackbone=Vit-base, Publication=ICLR 2023, Shot=1-shot2025.11 | 36.1 | |
| APSegBackbone=Vit-base, Publication=CVPR 2024, Shot=1-shot2025.11 | 36 | |
| HSNetShots=5-shot, Training Protocol=Training-required2026.02 | 35.1 | |
| HSNetBackbone=Res-50, Shot=5-shot2026.02 | 35.1 | |
| HSNetBackbone=ResNet-50, Publication=ICCV 2021, Shot=5-shot2025.11 | 35.1 | |
| PATNetBackbone=Vgg-16, Shot=5-shot2026.02 | 34.8 | |
| PerSAMShots=1-shot, Training Protocol=SAM-based Training-free2026.02 | 31.4 | |
| SINERegime=Learning-based2026.06 | 30.7 | |
| HSNetShots=1-shot, Training Protocol=Training-required2026.02 | 29.7 | |
| HSNetBackbone=Res-50, Shot=1-shot2026.02 | 29.7 | |
| HSNetBackbone=ResNet-50, Publication=ICCV 2021, Shot=1-shot2025.11 | 29.7 | |
| PATNetBackbone=Vgg-16, Shot=1-shot2026.02 | 28.7 | |
| RePRIShots=5-shot, Training Protocol=Training-required2026.02 | 27.4 | |
| RePRIBackbone=Res-50, Shot=5-shot2026.02 | 27.4 | |
| RePRIShots=1-shot, Training Protocol=Training-required2026.02 | 25 | |
| RePRIBackbone=Res-50, Shot=1-shot2026.02 | 25 | |
| CaNetShots=5-shot, Training Protocol=Training-required2026.02 | 23.1 | |
| CaNetBackbone=Res-50, Shot=5-shot2026.02 | 23.1 | |
| PerSAMRegime=Training-free2026.06 | 22.9 | |
| CaNetShots=1-shot, Training Protocol=Training-required2026.02 | 22.3 | |
| CaNetBackbone=Res-50, Shot=1-shot2026.02 | 22.3 | |
| SegGPTRegime=Learning-based2026.06 | 20.6 | |
| PFENetShots=5-shot, Training Protocol=Training-required2026.02 | 18 | |
| PFENetBackbone=Res-50, Shot=5-shot2026.02 | 18 | |
| PFENetShots=1-shot, Training Protocol=Training-required2026.02 | 16.9 | |
| PFENetBackbone=Res-50, Shot=1-shot2026.02 | 16.9 | |
| RPMMsShots=5-shot, Training Protocol=Training-required2026.02 | 13.5 | |
| RPMMsBackbone=Res-50, Shot=5-shot2026.02 | 13.5 | |
| RPMMsShots=1-shot, Training Protocol=Training-required2026.02 | 13 | |
| RPMMsBackbone=Res-50, Shot=1-shot2026.02 | 13 | |
| PGNetShots=5-shot, Training Protocol=Training-required2026.02 | 12.4 | |
| PGNetBackbone=Res-50, Shot=5-shot2026.02 | 12.4 | |
| PGNetShots=1-shot, Training Protocol=Training-required2026.02 | 10.7 | |
| PGNetBackbone=Res-50, Shot=1-shot2026.02 | 10.7 |