Few-Shot Segmentation on Chest X-Ray
91mIoUMPA (w/ Source-Training)
Evaluation Results
| Method | Links | |
|---|---|---|
| MPA (w/ Source-Training)Backbone=Res-50, Shot=5-shot2026.02 | 91 | |
| MPA (w/o Source-Training)Backbone=Res-50, Shot=5-shot2026.02 | 90.6 | |
| MPA (w/ Source-Training)Backbone=Res-50, Shot=1-shot2026.02 | 89.1 | |
| MPA (w/o Source-Training)Backbone=Res-50, Shot=1-shot2026.02 | 89 | |
| APSegBackbone=Vit-base, Publication=CVPR 2024, Shot=5-shot2025.11 | 84.5 | |
| APSegBackbone=Vit-base, Publication=CVPR 2024, Shot=1-shot2025.11 | 84.1 | |
| APMBackbone=ResNet-50, Publication=NeurIPS 2024, Shot=5-shot2025.11 | 82.8 | |
| LoECBackbone=ResNet-50, Publication=CVPR 2025, Shot=5-shot2025.11 | 82.7 | |
| DR-AdapterBackbone=Res-50, Shot=1-shot2026.02 | 82.4 | |
| DR-AdapterBackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.11 | 82.4 | |
| DR-AdapterBackbone=Res-50, Shot=5-shot2026.02 | 82.3 | |
| DR-AdapterBackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.11 | 82.3 | |
| ABCDFSSShots=5-shot, Training Protocol=Training-required2026.02 | 81.4 | |
| ABCDFSSBackbone=Res-50, Shot=5-shot2026.02 | 81.4 | |
| ABCDFSSBackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.11 | 81.4 | |
| DCDNetBackbone=ResNet-50, Publication=-, Shot=5-shot2025.11 | 81.1 | |
| LoECBackbone=ResNet-50, Publication=CVPR 2025, Shot=1-shot2025.11 | 81 | |
| DCDNetBackbone=ResNet-50, Publication=-, Shot=1-shot2025.11 | 80.7 | |
| ABCDFSSShots=1-shot, Training Protocol=Training-required2026.02 | 79.8 | |
| ABCDFSSBackbone=Res-50, Shot=1-shot2026.02 | 79.8 | |
| ABCDFSSBackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.11 | 79.8 | |
| APMBackbone=ResNet-50, Publication=NeurIPS 2024, Shot=1-shot2025.11 | 78.3 | |
| IFABackbone=Res-50, Shot=5-shot2026.02 | 74.6 | |
| IFABackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.11 | 74.6 | |
| SSPBackbone=ResNet-50, Publication=ECCV 2022, Shot=1-shot2025.11 | 74.4 | |
| SSPBackbone=ResNet-50, Publication=ECCV 2022, Shot=5-shot2025.11 | 74.3 | |
| IFABackbone=Res-50, Shot=1-shot2026.02 | 74 | |
| IFABackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.11 | 74 | |
| SSPShots=5-shot, Training Protocol=Training-required2026.02 | 73 | |
| SSPBackbone=Res-50, Shot=5-shot2026.02 | 73 | |
| SSPShots=1-shot, Training Protocol=Training-required2026.02 | 72.6 | |
| SSPBackbone=Res-50, Shot=1-shot2026.02 | 72.6 | |
| PATNetShots=5-shot, Training Protocol=Training-required2026.02 | 70.2 | |
| CPSShots=5-shot, Training Protocol=SAM-based Training-free2026.02 | 70.2 | |
| PATNetBackbone=Res-50, Shot=5-shot2026.02 | 70.2 | |
| PATNetBackbone=ResNet-50, Publication=CVPR 2022, Shot=5-shot2025.11 | 70.2 | |
| CPSShots=1-shot, Training Protocol=SAM-based Training-free2026.02 | 70 | |
| PANetShots=5-shot, Training Protocol=Training-required2026.02 | 69.3 | |
| PANetBackbone=Res-50, Shot=5-shot2026.02 | 69.3 | |
| MatcherShots=1-shot, Training Protocol=SAM-based Training-free2026.02 | 66.8 | |
| PATNetShots=1-shot, Training Protocol=Training-required2026.02 | 66.6 | |
| PATNetBackbone=Res-50, Shot=1-shot2026.02 | 66.6 | |
| PATNetBackbone=ResNet-50, Publication=CVPR 2022, Shot=1-shot2025.11 | 66.6 | |
| MatcherShots=5-shot, Training Protocol=SAM-based Training-free2026.02 | 66.3 | |
| RePRIShots=5-shot, Training Protocol=Training-required2026.02 | 65.5 | |
| RePRIBackbone=Res-50, Shot=5-shot2026.02 | 65.5 | |
| RePRIShots=1-shot, Training Protocol=Training-required2026.02 | 65.1 | |
| RePRIBackbone=Res-50, Shot=1-shot2026.02 | 65.1 | |
| PATNetBackbone=Vgg-16, Shot=5-shot2026.02 | 60.6 | |
| PANetShots=1-shot, Training Protocol=Training-required2026.02 | 57.8 | |
| PATNetBackbone=Vgg-16, Shot=1-shot2026.02 | 57.8 | |
| PANetBackbone=Res-50, Shot=1-shot2026.02 | 57.8 | |
| HSNetShots=5-shot, Training Protocol=Training-required2026.02 | 54.4 | |
| HSNetBackbone=Res-50, Shot=5-shot2026.02 | 54.4 | |
| HSNetBackbone=ResNet-50, Publication=ICCV 2021, Shot=5-shot2025.11 | 54.4 | |
| AMPShots=5-shot, Training Protocol=Training-required2026.02 | 53 | |
| AMPBackbone=Vgg-16, Shot=5-shot2026.02 | 53 | |
| HSNetShots=1-shot, Training Protocol=Training-required2026.02 | 51.9 | |
| HSNetBackbone=Res-50, Shot=1-shot2026.02 | 51.9 | |
| HSNetBackbone=ResNet-50, Publication=ICCV 2021, Shot=1-shot2025.11 | 51.9 | |
| AMPShots=1-shot, Training Protocol=Training-required2026.02 | 51.2 | |
| AMPBackbone=Vgg-16, Shot=1-shot2026.02 | 51.2 | |
| GF-SAMShots=1-shot, Training Protocol=SAM-based Training-free2026.02 | 47.6 | |
| GF-SAMShots=5-shot, Training Protocol=SAM-based Training-free2026.02 | 47.4 | |
| PGNetShots=1-shot, Training Protocol=Training-required2026.02 | 34 | |
| PGNetBackbone=Res-50, Shot=1-shot2026.02 | 34 | |
| RPMMsShots=5-shot, Training Protocol=Training-required2026.02 | 30.8 | |
| RPMMsBackbone=Res-50, Shot=5-shot2026.02 | 30.8 | |
| RPMMsShots=1-shot, Training Protocol=Training-required2026.02 | 30.1 | |
| RPMMsBackbone=Res-50, Shot=1-shot2026.02 | 30.1 | |
| PerSAMBackbone=Vit-base, Publication=ICLR 2023, Shot=5-shot2025.11 | 30.1 | |
| PerSAMBackbone=Vit-base, Publication=ICLR 2023, Shot=1-shot2025.11 | 30 | |
| CaNetShots=5-shot, Training Protocol=Training-required2026.02 | 28.6 | |
| CaNetBackbone=Res-50, Shot=5-shot2026.02 | 28.6 | |
| CaNetShots=1-shot, Training Protocol=Training-required2026.02 | 28.4 | |
| CaNetBackbone=Res-50, Shot=1-shot2026.02 | 28.4 | |
| PGNetShots=5-shot, Training Protocol=Training-required2026.02 | 28 | |
| PGNetBackbone=Res-50, Shot=5-shot2026.02 | 28 | |
| PFENetShots=5-shot, Training Protocol=Training-required2026.02 | 27.6 | |
| PFENetBackbone=Res-50, Shot=5-shot2026.02 | 27.6 | |
| PFENetShots=1-shot, Training Protocol=Training-required2026.02 | 27.2 | |
| PFENetBackbone=Res-50, Shot=1-shot2026.02 | 27.2 |