List your company
ResearchFormerly WizWand

Multi-label Classification on COCO 2014

81.5mAPTAI-DPT
20.6636.45552.2568.045Jan 2, 2019Mar 29, 2020Jun 25, 2021Sep 21, 2022Dec 18, 2023Mar 15, 2025Jun 11, 2026
Updated 4mo ago

Evaluation results

MethodLinks
TAI-DPTExtra Training Data=10% Data2023.1281.5
DualCoOpExtra Training Data=10% Data2023.1278.7
SARBExtra Training Data=10% Data2023.1275.5
TagCLIPExtra Training Data=None2023.1268.8
BCPBackbone=ViT-B/16, BP-free=true2026.0665.47
TAI-DPTExtra Training Data=COCO captions2023.1265.1
DPTExtra Training Data=None, Softmax=true2023.1264.3
SCABackbone=ViT-B/16, BP-free=true2026.0663.31
CLIPExtra Training Data=None, Softmax=true2023.1263.3
BCPBackbone=ViT-B/32, BP-FREE=true2026.0662.97
BCPBackbone=RN-101, BP-FREE=true2026.0662.84
ADAPTBackbone=ViT-B/16, BP-free=true2026.0661.91
BCPBackbone=RN-50, BP-free=true2026.0661.69
SSGBackbone=ViT-B/16, BP-free=true2026.0661.49
CLIPSurgeryExtra Training Data=None2023.1261.2
STSBackbone=ViT-B/16, BP-free=false2026.0659.8
DPTExtra Training Data=None, Softmax=false2023.1259.6
BEMBackbone=ViT-B/16, BP-free=false2026.0657.52
DOTABackbone=ViT-B/16, BP-free=true2026.0656.29
DOTABackbone=RN-50, BP-free=true2026.0655.69
TDABackbone=ViT-B/16, BP-free=true2026.0655.21
DARTBackbone=ViT-B/16, BP-free=false2026.0654.73
DOTABackbone=ViT-B/32, BP-FREE=true2026.0654.66
CLIPBackbone=ViT-B/16, BP-free=true2026.0654.42
RLCFBackbone=ViT-B/16, BP-free=false2026.0654.21
CLIPExtra Training Data=None, Softmax=false2023.1254.2
DiffTPTBackbone=ViT-B/16, BP-free=false2026.0653.91
TPTBackbone=ViT-B/16, BP-free=false2026.0653.32
BEMBackbone=RN-101, BP-FREE=false2026.0652.92
BEMBackbone=ViT-B/32, BP-FREE=false2026.0652.83
DMNBackbone=ViT-B/16, BP-free=true2026.0652.52
BEMBackbone=RN-50, BP-free=false2026.0651.58
TDABackbone=ViT-B/32, BP-FREE=true2026.0651.23
CLIPBackbone=ViT-B/32, BP-FREE=true2026.0650.31
RLCFBackbone=ViT-B/32, BP-FREE=false2026.0650.28
TDABackbone=RN-101, BP-FREE=true2026.0650.19
TPTBackbone=RN-101, BP-FREE=false2026.0649.71
DIFFTPTBackbone=RN-101, BP-FREE=false2026.0649.45
DMNBackbone=ViT-B/32, BP-FREE=true2026.0649.32
TDABackbone=RN-50, BP-free=true2026.0648.91
CLIPBackbone=RN-101, BP-FREE=true2026.0648.83
DIFFTPTBackbone=ViT-B/32, BP-FREE=false2026.0648.73
DiffTPTBackbone=RN-50, BP-free=false2026.0648.56
TPTBackbone=RN-50, BP-free=false2026.0648.52
DOTABackbone=RN-101, BP-FREE=true2026.0648.46
TPTBackbone=ViT-B/32, BP-FREE=false2026.0648.12
CLIPBackbone=RN-50, BP-free=true2026.0647.53
DMNBackbone=RN-101, BP-FREE=true2026.0646.28
DMNBackbone=RN-50, BP-free=true2026.0644.54
RLCFBackbone=RN-101, BP-FREE=false2026.0640.53
RLCFBackbone=RN-50, BP-free=false2026.0636.87
Plugin NetworksBackbone=ResNet-18, Inference time [s]=25.722019.0127.97
F. Prop (RF)Backbone=ResNet-18, Inference time [s]=103.272019.0125.7
F. Prop (LF)Backbone=ResNet-18, Inference time [s]=93.362019.0125.26
Base modelBackbone=ResNet-18, Inference time [s]=25.642019.0123