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ResearchFormerly WizWand

Object Detection on PASCAL VOC 2007

82.1mAPOW-DETR
-3.28418.88341.0563.217Nov 29, 2016Jul 3, 2018Feb 4, 2020Sep 7, 2021Apr 11, 2023Nov 12, 2024Jun 16, 2026
Updated 4mo ago

Evaluation results

MethodLinks
OW-DETR2021.1282.1——
Standard Faster R-CNN2021.1281.8——
ORE2021.1281.3——
Standard RetinaNet2021.1279.2——
Dropout Sampling2021.1278.1——
Res2Net-50Backbone=Res2Net-502019.0474.4——
ResNet-50Backbone=ResNet-502019.0472.1——
Ours (full)2017.0471.4——
OHEM2017.0469.9——
Object DiscoveryProposal=Multiscale Combinatorial Grouping (MCG)2022.0858.7——
CASDProposal=Multiscale Combinatorial Grouping (MCG)2022.0857.4——
ImageNet labelsfrozen layers=none, fine-tuned layers=all2016.1156.8——
CASDProposal=Selective Search (SS)2022.0856.8——
MISTProposal=Multiscale Combinatorial Grouping (MCG)2022.0856.5——
Object DiscoveryProposal=Selective Search (SS)2022.0856.1——
MISTProposal=Selective Search (SS)2022.0854.9——
WSOD2Proposal=Selective Search (SS)2022.0853.6——
SLVProposal=Selective Search (SS)2022.0853.5——
C-MIDNProposal=Selective Search (SS)2022.0852.6——
Pathak et al. [34]frozen layers=none, fine-tuned layers=all2016.1152.2——
MoCov3 + DATtraining_strategy=DAT2022.0951.9280.9756.04
SimSiam + DATtraining_strategy=DAT2022.0951.7379.6955.74
Doersch et al.frozen layers=none, fine-tuned layers=all, rescaled weights=true2016.1151.1——
C-MILProposal=Selective Search (SS)2022.0850.5——
MoCov3training_strategy=baseline2022.0950.4280.5353.93
OIMProposal=Selective Search (SS)2022.0850.1——
SimSiamtraining_strategy=baseline2022.0948.9277.2252.69
SimCLR + DATtraining_strategy=DAT2022.0948.8379.2751.95
SimCLRtraining_strategy=baseline2022.0948.578.7551.35
WSRPNProposal=Selective Search (SS)2022.0847.9——
Wang & Guptafrozen layers=none, fine-tuned layers=all, rescaled weights=false2016.1147.4——
Wang & Guptafrozen layers=none, fine-tuned layers=all, rescaled weights=true2016.1147.2——
Donahue et al.frozen layers=none, fine-tuned layers=all, rescaled weights=true2016.1146.9——
Zhang et al.frozen layers=none, fine-tuned layers=all, rescaled weights=true2016.1146.9——
C-WSLProposal=Selective Search (SS)2022.0846.8——
Split-Brain Auto (cl,cl)frozen layers=none, fine-tuned layers=all2016.1146.7——
Doersch et al.frozen layers=none, fine-tuned layers=all, rescaled weights=false2016.1146.6——
Krähenbühl et al.frozen layers=none, fine-tuned layers=all2016.1145.6——
Pathak et al.frozen layers=none, fine-tuned layers=all2016.1144.5——
Owens et al.frozen layers=none, fine-tuned layers=all, rescaled weights=false2016.1144——
Agrawal et al. (Row 7)frozen layers=none, fine-tuned layers=all2016.1143.9——
PCLProposal=Selective Search (SS)2022.0843.5——
Gaussianfrozen layers=none, fine-tuned layers=all2016.1143.4——
Misra et al.frozen layers=none, fine-tuned layers=all2016.1142.4——
Autoencoderfrozen layers=none, fine-tuned layers=all2016.1141.9——
Agrawal et al. (Row 6)frozen layers=none, fine-tuned layers=all2016.1141.8——
Jayaraman & Graumanfrozen layers=none, fine-tuned layers=all2016.1141.7——
OICRProposal=Selective Search (SS)2022.0841.2——
WSDDNProposal=Selective Search (SS)2022.0834.8——
DPATCH18Threat=White-box (WB), Physicality=Digital, Attack Type=Both (B)2026.060——