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ResearchFormerly WizWand

Multi-label classification on VOC-MLT (test)

87.88Total mAPLMPT
68.161673.280878.483.5192Jul 19, 2020Jan 5, 2021Jun 25, 2021Dec 12, 2021Jun 1, 2022Nov 18, 2022May 8, 2023
Updated 8mo ago

Evaluation results

MethodLinks
LMPTBackbone=ViT-B/162023.0587.8872.189.2698.49
CoOpBackbone=ViT-B/162023.0586.0267.7188.7997.67
CLIPBackbone=ViT-B/162023.0585.7766.5288.9397.83
LMPTBackbone=RN-502023.0585.4466.6288.1197.86
CoCoOpBackbone=ViT-B/162023.0584.4764.5887.8296.88
CLIPBackbone=RN-502023.0584.363.688.0397.03
TaI-DPTBackbone=RN-502023.0583.7566.2785.1794.57
LTMLBackbone=RN-502023.0581.4475.6885.5382.69
CoOpBackbone=RN-502023.0581.3465.181.5493.37
DualCoOpBackbone=RN-502023.0581.0366.4580.5392.33
DB-FocalLoss=Distribution-Balanced + Focal2020.0778.9473.2284.1879.3
DB FocalBackbone=RN-502023.0578.9473.2284.1879.3
DBLoss=Distribution-Balanced2020.0778.6573.1684.1178.66
CoCoOpBackbone=RN-502023.0578.6364.3380.5187.94
R-BCE-FocalLoss=Re-balanced Binary Cross Entropy + Focal2020.0777.3972.4483.1676.77
RS-FocalStrategy=Re-Sampling, Loss=Focal Loss2020.0776.4572.0583.4274.52
R-BCELoss=Re-balanced Binary Cross Entropy2020.0776.3471.482.7675.22
RSStrategy=Re-Sampling2020.0775.3870.9582.9473.05
RSBackbone=RN-502023.0575.3870.9582.9473.05
CB-FocalStrategy=Class-Balanced, Loss=Focal Loss2020.0775.2470.383.5372.74
CB FocalBackbone=RN-502023.0575.2470.383.5372.74
RWStrategy=Re-Weighting2020.0774.767.5882.8173.96
RWBackbone=RN-502023.0574.767.5882.8173.96
Focal LossLoss=Focal Loss2020.0773.8869.4181.4371.56
Focal LossBackbone=RN-502023.0573.8869.4181.4371.56
BBNBackbone=RN-502023.0573.3771.3181.7668.62
OLTR2020.0771.0270.3179.864.95
OLTRBackbone=RN-502023.0571.0270.3179.864.95
ERMLoss=Empirical Risk Minimization2020.0770.8668.9180.265.31
ERMBackbone=RN-502023.0570.8668.9180.265.31
LDAM2020.0770.7368.7380.3869.09
LDAMBackbone=RN-502023.0570.7368.7380.3869.09
ML-GCN2020.0768.9270.1476.4162.39
ML-GCNBackbone=RN-502023.0568.9270.1476.4162.39