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ResearchFormerly WizWand

Few-Shot Semantic Segmentation on DeepGlobe 5-shot

63.4mIoUHERA (DINOv3)
10.3624.1337.951.67May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HERA (DINOv3)Training (S/T)=∅, Backbone=ViT-base2026.0563.4
DATOPublication=CVPR 2025, Training (S/T)=✓/×2026.0559.3
IFAPublication=CVPR 2024, Training (S/T)=✓/✓2026.0558.8
HERA (DINOv2)Training (S/T)=∅, Backbone=ViT-base2026.0557.8
LoECPublication=CVPR 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.0551.5
TVGTANetPublication=ACM MM2025, Training (S/T)=✓/✓2026.0550.7
DR-AdapterPublication=CVPR 2024, Training (S/T)=✓/✓2026.0550.1
SSPPublication=ECCV 2022, Training (S/T)=✓/×, Reproduced=true2026.0549.6
ABCDFSSPublication=CVPR 2024, Training (S/T)=✓/✓2026.0549
DFNPublication=ICML 2025, Training (S/T)=✓/✓2026.0547.7
SDRCPublication=ICML 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.0546.8
PANetPublication=ICCV 2019, Training (S/T)=✓/×2026.0545.4
APMPublication=NeurIPS 2024, Training (S/T)=✓/✓2026.0544.9
PATNetPublication=ECCV 2022, Training (S/T)=✓/✓2026.0543
PMNetPublication=WACV 2024, Training (S/T)=✓/✓2026.0541.6
APSegPublication=CVPR 2024, Training (S/T)=✓/✓, Backbone=ViT-base2026.0540
HSNetPublication=ICCV 2021, Training (S/T)=✓/×2026.0535.1
RePRIPublication=CVPR 2021, Training (S/T)=✓/×2026.0527.4
CaNetPublication=CVPR 2019, Training (S/T)=✓/×2026.0523.1
PFENetPublication=TPAMI 2020, Training (S/T)=✓/×2026.0518
RPMMsPublication=ECCV 2020, Training (S/T)=✓/×2026.0513.5
PGNetPublication=ICCV 2019, Training (S/T)=✓/×2026.0512.4