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ResearchFormerly WizWand

Few-Shot Semantic Segmentation on Chest X-ray 5-shot

87.9mIoUHERA (DINOv3)
20.40437.92755.4572.973May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HERA (DINOv3)Training (S/T)=∅, Backbone=ViT-base2026.0587.9
TVGTANetPublication=ACM MM2025, Training (S/T)=✓/✓2026.0587.3
DFNPublication=ICML 2025, Training (S/T)=✓/✓2026.0587.1
HERA (DINOv2)Training (S/T)=∅, Backbone=ViT-base2026.0586.9
SDRCPublication=ICML 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.0584.8
APSegPublication=CVPR 2024, Training (S/T)=✓/✓, Backbone=ViT-base2026.0584.5
LoECPublication=CVPR 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.0584.1
APMPublication=NeurIPS 2024, Training (S/T)=✓/✓2026.0582.8
DR-AdapterPublication=CVPR 2024, Training (S/T)=✓/✓2026.0582.3
ABCDFSSPublication=CVPR 2024, Training (S/T)=✓/✓2026.0581.4
DATOPublication=CVPR 2025, Training (S/T)=✓/×2026.0581.1
IFAPublication=CVPR 2024, Training (S/T)=✓/✓2026.0574.6
SSPPublication=ECCV 2022, Training (S/T)=✓/×, Reproduced=true2026.0574.5
PMNetPublication=WACV 2024, Training (S/T)=✓/✓2026.0574
PATNetPublication=ECCV 2022, Training (S/T)=✓/✓2026.0570.2
PANetPublication=ICCV 2019, Training (S/T)=✓/×2026.0569.3
RePRIPublication=CVPR 2021, Training (S/T)=✓/×2026.0565.5
HSNetPublication=ICCV 2021, Training (S/T)=✓/×2026.0554.4
RPMMsPublication=ECCV 2020, Training (S/T)=✓/×2026.0530.8
CaNetPublication=CVPR 2019, Training (S/T)=✓/×2026.0528.6
PFENetPublication=TPAMI 2020, Training (S/T)=✓/×2026.0527.6
PGNetPublication=ICCV 2019, Training (S/T)=✓/×2026.0523