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ResearchFormerly WizWand

OOD Detection on Caltech101

94.42AUROCVIM
51.270462.472773.67584.8773May 25, 2024
Updated 6mo ago

Evaluation results

MethodLinks
VIMBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0594.42
ReactBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0594.32
ASHBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0594.3
MDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0594.21
ODINBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0593.99
MSPBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0593.77
GradNormBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0593.41
RMDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0592.42
LoCoOp (GL-MCM)Backbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.0591.7
CLS-MBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.0590.55
CLS-EBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.0589.74
NegPromptBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.0587.34
CLIPNBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.0587.08
MCMBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.0585.85
NegLabelBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.0585
MaxLogitBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.0584.68
EnergyBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.0582.29
KNNBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0573.42
AdaNegBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.0552.93