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ResearchFormerly WizWand

Out-of-Distribution Detection on D_near

80.09AUROCRMDS
37.647648.666359.68570.7037May 27, 2024
Updated 8mo ago

Evaluation results

MethodLinks
RMDSBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0580.0965.36
MDSBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0579.0466.12
VIMBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0577.0373.73
GENBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0576.370.78
SHEBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0576.1170.88
WeiPer+KLDBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.057573.02
WeiPer+MSPBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0574.8274.97
WeiPer+ReActBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0574.7974.08
KLMBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0574.4177.25
KNNBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0574.1170.47
OpenMaxBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0573.6488.76
MSPBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0573.5281.85
TempScaleBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0573.1884.62
ReActBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0569.2684.49
MLSBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0568.392.25
DICEBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0565.3685.44
EBOBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0562.4193.19
ASHBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0553.2194.43
GradNormBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.0539.2894.71