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ResearchFormerly WizWand

Few-shot Object Detection on Pascal VOC (Novel Split 1)

79.1AP50Training-free
23.25237.75152.2566.749Jul 3, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Training-freeFt. on novel=false, Shots=102025.0779.1
Training-freeFt. on novel=false, Shots=52025.0777.2
Training-freeFt. on novel=false, Shots=12025.0770.8
NIFFFt. on novel=true, Shots=12025.0762.8
DE-ViT (ViT-B/14)Ft. on novel=false, Shots=1, Backbone=ViT-B/142025.0756.9
DE-ViT (ViT-L/14)Ft. on novel=false, Shots=1, Backbone=ViT-L/142025.0755.4
LVCFt. on novel=true, Shots=12025.0754.5
Cross TransformerFt. on novel=true, Shots=12025.0749.9
DE-ViT (ViT-S/14)Ft. on novel=false, Shots=1, Backbone=ViT-S/142025.0747.5
Meta Faster R-CNNFt. on novel=true, Shots=12025.0743
Retentive RCNNFt. on novel=true, Shots=12025.0742.4
HeteroGraphFt. on novel=true, Shots=12025.0742.4
TFAFt. on novel=true, Shots=12025.0739.8
DiGeoFt. on novel=true, Shots=12025.0737.9
Multi-Relation DetFt. on novel=false, Shots=12025.0737.8
FsDetViewFt. on novel=true, Shots=12025.0725.4