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ResearchFormerly WizWand

Few-Shot Semantic Segmentation on Chest X-ray 1-shot

85.8mIoUHERA (DINOv3)
24.85640.67856.572.322May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HERA (DINOv3)Training (S/T)=∅, Backbone=ViT-base2026.0585.8
TVGTANetPublication=ACM MM2025, Training (S/T)=✓/✓2026.0584.6
APSegPublication=CVPR 2024, Training (S/T)=✓/✓, Backbone=ViT-base2026.0584.1
LoECPublication=CVPR 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.0583.9
DFNPublication=ICML 2025, Training (S/T)=✓/✓2026.0583.2
HERA (DINOv2)Training (S/T)=∅, Backbone=ViT-base2026.0583.2
SDRCPublication=ICML 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.0582.9
DR-AdapterPublication=CVPR 2024, Training (S/T)=✓/✓2026.0582.4
ABCDFSSPublication=CVPR 2024, Training (S/T)=✓/✓2026.0579.8
DATOPublication=CVPR 2025, Training (S/T)=✓/×2026.0579.6
APMPublication=NeurIPS 2024, Training (S/T)=✓/✓2026.0578.3
SSPPublication=ECCV 2022, Training (S/T)=✓/×, Reproduced=true2026.0574.2
IFAPublication=CVPR 2024, Training (S/T)=✓/✓2026.0574
PMNetPublication=WACV 2024, Training (S/T)=✓/✓2026.0570.4
PATNetPublication=ECCV 2022, Training (S/T)=✓/✓2026.0566.6
RePRIPublication=CVPR 2021, Training (S/T)=✓/×2026.0565.1
PANetPublication=ICCV 2019, Training (S/T)=✓/×2026.0557.8
HSNetPublication=ICCV 2021, Training (S/T)=✓/×2026.0551.9
PGNetPublication=ICCV 2019, Training (S/T)=✓/×2026.0534
RPMMsPublication=ECCV 2020, Training (S/T)=✓/×2026.0530.1
CaNetPublication=CVPR 2019, Training (S/T)=✓/×2026.0528.4
PFENetPublication=TPAMI 2020, Training (S/T)=✓/×2026.0527.2