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ResearchFormerly WizWand

Few-shot Semantic Segmentation on Average Deepglobe, ISIC, Chest X-Ray, FSS-1000

76.9mIoUMPA (w/ Source-Training)
29.26841.6345466.366Nov 11, 2025Dec 18, 2025Jan 24, 2026Mar 3, 2026Apr 9, 2026May 16, 2026Jun 23, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MPA (w/ Source-Training)Backbone=Res-50, Shot=5-shot2026.0276.9
DCDNetBackbone=ResNet-50, Publication=-, Shot=5-shot2025.1176.7
MPA (w/o Source-Training)Backbone=Res-50, Shot=5-shot2026.0275.5
MPA (w/ Source-Training)Backbone=Res-50, Shot=1-shot2026.0274.8
MPA (w/o Source-Training)Backbone=Res-50, Shot=1-shot2026.0273.4
IFABackbone=Res-50, Shot=5-shot2026.0271.4
IFABackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.1171.4
DCDNetBackbone=ResNet-50, Publication=-, Shot=1-shot2025.1171.4
RSRMT. Params (M)=0, FLOPs (G)=161.9, FPS=47.62, Setting=1-shot2026.0668.39
SSPBackbone=Res-50, Shot=5-shot2026.0268
IFABackbone=Res-50, Shot=1-shot2026.0267.8
IFABackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.1167.8
DR-AdapterBackbone=Res-50, Shot=5-shot2026.0265.4
APMBackbone=ResNet-50, Publication=NeurIPS 2024, Shot=5-shot2025.1165.2
APSegBackbone=Vit-base, Publication=CVPR 2024, Shot=5-shot2025.1165.1
LoECT. Params (M)=72.82, FLOPs (G)=150.1, FPS=52.91, Setting=1-shot2026.0665.01
ABCDFSSBackbone=Res-50, Shot=5-shot2026.0265
ABCDFSSBackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.1165
DR-AdapterBackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.1165
LoECBackbone=ResNet-50, Publication=CVPR 2025, Shot=5-shot2025.1165
SSPBackbone=ResNet-50, Publication=ECCV 2022, Shot=5-shot2025.1162.4
PATNetBackbone=Res-50, Shot=5-shot2026.0262
PATNetBackbone=ResNet-50, Publication=CVPR 2022, Shot=5-shot2025.1162
MatcherT. Params (M)=0, FLOPs (G)=727.6, FPS=0.47, Setting=1-shot2026.0661.75
LoECBackbone=ResNet-50, Publication=CVPR 2025, Shot=1-shot2025.1161.5
APSegBackbone=Vit-base, Publication=CVPR 2024, Shot=1-shot2025.1161.3
DR-AdapterBackbone=Res-50, Shot=1-shot2026.0260.9
ABCDFSSBackbone=Res-50, Shot=1-shot2026.0260.7
ABCDFSSBackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.1160.7
DR-AdapterBackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.1160.7
SSPBackbone=Res-50, Shot=1-shot2026.0260
APMBackbone=ResNet-50, Publication=NeurIPS 2024, Shot=1-shot2025.1160
SSPBackbone=ResNet-50, Publication=ECCV 2022, Shot=1-shot2025.1157.2
PATNetBackbone=Res-50, Shot=1-shot2026.0256.1
PATNetBackbone=ResNet-50, Publication=CVPR 2022, Shot=1-shot2025.1156.1
PANetBackbone=Res-50, Shot=5-shot2026.0255.1
PATNetBackbone=Vgg-16, Shot=5-shot2026.0254.4
HSNetBackbone=Res-50, Shot=5-shot2026.0251.4
HSNetBackbone=ResNet-50, Publication=ICCV 2021, Shot=5-shot2025.1151.4
RePRIBackbone=Res-50, Shot=5-shot2026.0248.3
PATNetBackbone=Vgg-16, Shot=1-shot2026.0247.8
HSNetBackbone=Res-50, Shot=1-shot2026.0247.6
HSNetBackbone=ResNet-50, Publication=ICCV 2021, Shot=1-shot2025.1147.6
PANetBackbone=Res-50, Shot=1-shot2026.0247.2
RePRIBackbone=Res-50, Shot=1-shot2026.0246.1
AMPBackbone=Vgg-16, Shot=5-shot2026.0245.8
AMPBackbone=Vgg-16, Shot=1-shot2026.0243.6
PerSAMBackbone=Vit-base, Publication=ICLR 2023, Shot=5-shot2025.1140.6
CaNetBackbone=Res-50, Shot=5-shot2026.0238
PerSAMBackbone=Vit-base, Publication=ICLR 2023, Shot=1-shot2025.1137.6
CaNetBackbone=Res-50, Shot=1-shot2026.0236.6
PFENetBackbone=Res-50, Shot=5-shot2026.0235
PFENetBackbone=Res-50, Shot=1-shot2026.0234.6
RPMMsBackbone=Res-50, Shot=5-shot2026.0232.9
PGNetBackbone=Res-50, Shot=1-shot2026.0232.2
RPMMsBackbone=Res-50, Shot=1-shot2026.0231.6
PGNetBackbone=Res-50, Shot=5-shot2026.0231.1