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ResearchFormerly WizWand

Few-Shot Segmentation on Chest X-Ray

91mIoUMPA (w/ Source-Training)
24.64841.87459.176.326Nov 11, 2025Nov 25, 2025Dec 9, 2025Dec 24, 2025Jan 7, 2026Jan 21, 2026Feb 5, 2026
Updated 7mo ago

Evaluation results

MethodLinks
MPA (w/ Source-Training)Backbone=Res-50, Shot=5-shot2026.0291
MPA (w/o Source-Training)Backbone=Res-50, Shot=5-shot2026.0290.6
MPA (w/ Source-Training)Backbone=Res-50, Shot=1-shot2026.0289.1
MPA (w/o Source-Training)Backbone=Res-50, Shot=1-shot2026.0289
APSegBackbone=Vit-base, Publication=CVPR 2024, Shot=5-shot2025.1184.5
APSegBackbone=Vit-base, Publication=CVPR 2024, Shot=1-shot2025.1184.1
APMBackbone=ResNet-50, Publication=NeurIPS 2024, Shot=5-shot2025.1182.8
LoECBackbone=ResNet-50, Publication=CVPR 2025, Shot=5-shot2025.1182.7
DR-AdapterBackbone=Res-50, Shot=1-shot2026.0282.4
DR-AdapterBackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.1182.4
DR-AdapterBackbone=Res-50, Shot=5-shot2026.0282.3
DR-AdapterBackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.1182.3
ABCDFSSShots=5-shot, Training Protocol=Training-required2026.0281.4
ABCDFSSBackbone=Res-50, Shot=5-shot2026.0281.4
ABCDFSSBackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.1181.4
DCDNetBackbone=ResNet-50, Publication=-, Shot=5-shot2025.1181.1
LoECBackbone=ResNet-50, Publication=CVPR 2025, Shot=1-shot2025.1181
DCDNetBackbone=ResNet-50, Publication=-, Shot=1-shot2025.1180.7
ABCDFSSShots=1-shot, Training Protocol=Training-required2026.0279.8
ABCDFSSBackbone=Res-50, Shot=1-shot2026.0279.8
ABCDFSSBackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.1179.8
APMBackbone=ResNet-50, Publication=NeurIPS 2024, Shot=1-shot2025.1178.3
IFABackbone=Res-50, Shot=5-shot2026.0274.6
IFABackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.1174.6
SSPBackbone=ResNet-50, Publication=ECCV 2022, Shot=1-shot2025.1174.4
SSPBackbone=ResNet-50, Publication=ECCV 2022, Shot=5-shot2025.1174.3
IFABackbone=Res-50, Shot=1-shot2026.0274
IFABackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.1174
SSPShots=5-shot, Training Protocol=Training-required2026.0273
SSPBackbone=Res-50, Shot=5-shot2026.0273
SSPShots=1-shot, Training Protocol=Training-required2026.0272.6
SSPBackbone=Res-50, Shot=1-shot2026.0272.6
PATNetShots=5-shot, Training Protocol=Training-required2026.0270.2
CPSShots=5-shot, Training Protocol=SAM-based Training-free2026.0270.2
PATNetBackbone=Res-50, Shot=5-shot2026.0270.2
PATNetBackbone=ResNet-50, Publication=CVPR 2022, Shot=5-shot2025.1170.2
CPSShots=1-shot, Training Protocol=SAM-based Training-free2026.0270
PANetShots=5-shot, Training Protocol=Training-required2026.0269.3
PANetBackbone=Res-50, Shot=5-shot2026.0269.3
MatcherShots=1-shot, Training Protocol=SAM-based Training-free2026.0266.8
PATNetShots=1-shot, Training Protocol=Training-required2026.0266.6
PATNetBackbone=Res-50, Shot=1-shot2026.0266.6
PATNetBackbone=ResNet-50, Publication=CVPR 2022, Shot=1-shot2025.1166.6
MatcherShots=5-shot, Training Protocol=SAM-based Training-free2026.0266.3
RePRIShots=5-shot, Training Protocol=Training-required2026.0265.5
RePRIBackbone=Res-50, Shot=5-shot2026.0265.5
RePRIShots=1-shot, Training Protocol=Training-required2026.0265.1
RePRIBackbone=Res-50, Shot=1-shot2026.0265.1
PATNetBackbone=Vgg-16, Shot=5-shot2026.0260.6
PANetShots=1-shot, Training Protocol=Training-required2026.0257.8
PATNetBackbone=Vgg-16, Shot=1-shot2026.0257.8
PANetBackbone=Res-50, Shot=1-shot2026.0257.8
HSNetShots=5-shot, Training Protocol=Training-required2026.0254.4
HSNetBackbone=Res-50, Shot=5-shot2026.0254.4
HSNetBackbone=ResNet-50, Publication=ICCV 2021, Shot=5-shot2025.1154.4
AMPShots=5-shot, Training Protocol=Training-required2026.0253
AMPBackbone=Vgg-16, Shot=5-shot2026.0253
HSNetShots=1-shot, Training Protocol=Training-required2026.0251.9
HSNetBackbone=Res-50, Shot=1-shot2026.0251.9
HSNetBackbone=ResNet-50, Publication=ICCV 2021, Shot=1-shot2025.1151.9
AMPShots=1-shot, Training Protocol=Training-required2026.0251.2
AMPBackbone=Vgg-16, Shot=1-shot2026.0251.2
GF-SAMShots=1-shot, Training Protocol=SAM-based Training-free2026.0247.6
GF-SAMShots=5-shot, Training Protocol=SAM-based Training-free2026.0247.4
PGNetShots=1-shot, Training Protocol=Training-required2026.0234
PGNetBackbone=Res-50, Shot=1-shot2026.0234
RPMMsShots=5-shot, Training Protocol=Training-required2026.0230.8
RPMMsBackbone=Res-50, Shot=5-shot2026.0230.8
RPMMsShots=1-shot, Training Protocol=Training-required2026.0230.1
RPMMsBackbone=Res-50, Shot=1-shot2026.0230.1
PerSAMBackbone=Vit-base, Publication=ICLR 2023, Shot=5-shot2025.1130.1
PerSAMBackbone=Vit-base, Publication=ICLR 2023, Shot=1-shot2025.1130
CaNetShots=5-shot, Training Protocol=Training-required2026.0228.6
CaNetBackbone=Res-50, Shot=5-shot2026.0228.6
CaNetShots=1-shot, Training Protocol=Training-required2026.0228.4
CaNetBackbone=Res-50, Shot=1-shot2026.0228.4
PGNetShots=5-shot, Training Protocol=Training-required2026.0228
PGNetBackbone=Res-50, Shot=5-shot2026.0228
PFENetShots=5-shot, Training Protocol=Training-required2026.0227.6
PFENetBackbone=Res-50, Shot=5-shot2026.0227.6
PFENetShots=1-shot, Training Protocol=Training-required2026.0227.2
PFENetBackbone=Res-50, Shot=1-shot2026.0227.2