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ResearchFormerly WizWand

Multi-label Recognition on NUS-WIDE (mAP)

52.78mAPBCP
-1.7087212.4373926.583540.72961May 25, 2026May 27, 2026May 30, 2026Jun 2, 2026Jun 5, 2026Jun 8, 2026Jun 11, 2026
Updated 4mo ago

Evaluation results

MethodLinks
BCPBackbone=ViT-B/16, BP-free=true2026.0652.78
BCPBackbone=ViT-B/32, BP-FREE=true2026.0652.71
BCE-LSSupervision=Fully Supervised, Label=Full, Backbone=ResNet-1012026.0651.7
BCPBackbone=RN-101, BP-FREE=true2026.0650.84
BCESupervision=Fully Supervised, Label=Full, Backbone=ResNet-1012026.0650.7
BCPBackbone=RN-50, BP-free=true2026.0650.34
G2NetPLSupervision=Weakly Supervised, Label=One, Backbone=ResNet-1012026.0648.5
SCABackbone=ViT-B/16, BP-free=true2026.0648.08
SSGBackbone=ViT-B/16, BP-free=true2026.0647.93
LL-RSupervision=Weakly Supervised, Label=One, Backbone=ResNet-1012026.0647.4
STSBackbone=ViT-B/16, BP-free=false2026.0647.23
TDABackbone=ViT-B/16, BP-free=true2026.0646.72
BEMBackbone=ViT-B/16, BP-free=false2026.0646.55
DMNBackbone=ViT-B/16, BP-free=true2026.0646.27
TPTBackbone=ViT-B/16, BP-free=false2026.0646.15
DiffTPTBackbone=ViT-B/16, BP-free=false2026.0646.13
DARTBackbone=ViT-B/16, BP-free=false2026.0645.91
CLIPBackbone=ViT-B/16, BP-free=true2026.0645.65
TailorCLIPSupervision=Unsupervised, Label=None, Backbone=ResNet-1012026.0645.6
TailorCLIPSupervision=Unsupervised, Label=None, Backbone=ViT-L/142026.0644.6
CCDSupervision=Unsupervised, Label=None, Backbone=ResNet-1012026.0644.5
TDABackbone=ViT-B/32, BP-FREE=true2026.0644.13
BEMBackbone=ViT-B/32, BP-FREE=false2026.0644.12
CDULSupervision=Unsupervised, Label=None, Backbone=ResNet-1012026.0644
TPTBackbone=ViT-B/32, BP-FREE=false2026.0643.63
BEMBackbone=RN-101, BP-FREE=false2026.0643.62
DualCoOpSupervision=Unsupervised, Label=None, Backbone=ResNet-1012026.0643.6
DIFFTPTBackbone=ViT-B/32, BP-FREE=false2026.0643.42
DMNBackbone=ViT-B/32, BP-FREE=true2026.0643.41
RLCFBackbone=ViT-B/32, BP-FREE=false2026.0643.29
ROLESupervision=Weakly Supervised, Label=One, Backbone=ResNet-1012026.0643.2
RLCFBackbone=ViT-B/16, BP-free=false2026.0643.18
ADAPTBackbone=ViT-B/16, BP-free=true2026.0643.18
TDABackbone=RN-101, BP-FREE=true2026.0643.13
TPTBackbone=RN-101, BP-FREE=false2026.0643.1
DIFFTPTBackbone=RN-101, BP-FREE=false2026.0642.93
CLIPBackbone=ViT-B/32, BP-FREE=true2026.0642.9
DMNBackbone=RN-101, BP-FREE=true2026.0642.71
BEMBackbone=RN-50, BP-free=false2026.0642.53
TDABackbone=RN-50, BP-free=true2026.0642.34
TPTBackbone=RN-50, BP-free=false2026.0641.97
CLIPBackbone=RN-101, BP-FREE=true2026.0641.93
CLIPBackbone=RN-50, BP-free=true2026.0641.53
DiffTPTBackbone=RN-50, BP-free=false2026.0641.33
DMNBackbone=RN-50, BP-free=true2026.0641.32
Partial BCESupervision=Weakly Supervised, Label=10%, Backbone=ResNet-1012026.0639.4
DOTABackbone=RN-50, BP-free=true2026.0638.88
DOTABackbone=ViT-B/32, BP-FREE=true2026.0633.6
DOTABackbone=ViT-B/16, BP-free=true2026.0632.74
RLCFBackbone=RN-101, BP-FREE=false2026.0631.77
RLCFBackbone=RN-50, BP-free=false2026.0629.83
DOTABackbone=RN-101, BP-FREE=true2026.0619.73
BCE-LSSupervision level=Fully supervised, Annotation=Fully labeled, Frozen=false2026.050.517
AEVLPSupervision level=Weakly supervised, Annotation=Single positive labeled, Frozen=false2026.050.507
PIAASupervision level=Training free, Annotation=Annotation free, Frozen=true2026.050.506
VLPLSupervision level=Weakly supervised, Annotation=Single positive labeled, Frozen=false2026.050.496
GR LossSupervision level=Weakly supervised, Annotation=Single positive labeled, Frozen=false2026.050.491
G2 NetPLSupervision level=Weakly supervised, Annotation=Single positive labeled, Frozen=false2026.050.485
SPARCSupervision level=Training free, Annotation=Annotation free, Frozen=true2026.050.475
LL-RSupervision level=Weakly supervised, Annotation=Single positive labeled, Frozen=false2026.050.474
CCDSupervision level=Unsupervised, Annotation=Annotation free, Frozen=false2026.050.445
CLIPSupervision level=Training free, Annotation=Annotation free, Frozen=true2026.050.444
CDULSupervision level=Unsupervised, Annotation=Annotation free, Frozen=false2026.050.44
ROLESupervision level=Unsupervised, Annotation=Annotation free, Frozen=false2026.050.432
NaiveANSupervision level=Unsupervised, Annotation=Annotation free, Frozen=false2026.050.408
TagCLIPSupervision level=Training free, Annotation=Annotation free, Frozen=true2026.050.387