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ResearchFormerly WizWand

Few-shot Object Detection on COCO 2014 (novel)

34nAPDE-ViT
4.46412.13219.827.468Sep 22, 2023
Updated 8mo ago

Evaluation results

MethodLinks
DE-ViTRequires Finetune=false, Backbone=ViT-L/142023.093429.452.937
DE-ViTRequires Finetune=false, Backbone=ViT-L/142023.093429.55337.2
DE-ViTRequires Finetune=false, Backbone=ViT-B/142023.0933.428.551.435.7
DE-ViTRequires Finetune=false, Backbone=ViT-B/142023.0933.228.351.435.5
DE-ViTRequires Finetune=false, Backbone=ViT-S/142023.0927.12443.128.4
DE-ViTRequires Finetune=false, Backbone=ViT-S/142023.0926.924.243.128.5
LVCRequires Finetune=true2023.0926.834.845.827.5
Cross TransformerRequires Finetune=true2023.0921.4—35.522.1
NIFFRequires Finetune=true2023.0920.939——
LVCRequires Finetune=true2023.091928.734.119
NIFFRequires Finetune=true2023.0918.839——
Cross TransformerRequires Finetune=true2023.0917.1—30.217
Multi-Relation DetRequires Finetune=false2023.0916.6—31.316.1
Meta Faster RCNNRequires Finetune=true2023.0916.6—31.815.8
HeteroGraphRequires Finetune=true2023.0916.5—31.915.5
FSCERequires Finetune=true2023.0916.4——16.2
DiGeoRequires Finetune=true2023.0914.239.426.214.8
Retentive RCNNRequires Finetune=true2023.0913.839.322.913.8
TFARequires Finetune=true2023.0913.534.524.913.2
Meta Faster RCNNRequires Finetune=true2023.0912.7—25.710.8
FsDetViewRequires Finetune=true2023.09129.3——
FSCERequires Finetune=true2023.0911.9——10.5
HeteroGraphRequires Finetune=true2023.0911.6—23.99.8
Retentive RCNNRequires Finetune=true2023.0910.539.219.59.3
DiGeoRequires Finetune=true2023.0910.339.218.79.9
TFARequires Finetune=true2023.091033.919.29.2
Meta R-CNNRequires Finetune=false2023.099.97.125.310.8
FSRWRequires Finetune=false2023.099.1—197.6
FsDetViewRequires Finetune=true2023.097.66.4——
Meta R-CNNRequires Finetune=false2023.096.15.219.16.6
FSRWRequires Finetune=false2023.095.6—12.34.6