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ResearchFormerly WizWand

OOD Detection on Food101

92.63AUROCCLS-M
-3.705221.304946.31571.3251May 25, 2024Sep 19, 2024Jan 14, 2025May 11, 2025Sep 5, 2025Dec 31, 2025Apr 27, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CLS-MBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.0592.63
CLS-EBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.0592.49
NegPromptBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.0591.6
NegLabelBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.0591.49
MaxLogitBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.0591.36
EnergyBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.0591.05
AdaNegBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.0590.85
LoCoOp (GL-MCM)Backbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.0589.58
CLIPNBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.0585.61
ODINBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0584.03
ASHBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0583.97
ReactBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0583.75
MCMBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.0583.55
GradNormBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0583.03
MSPBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0582.12
RMDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0581.51
VIMBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0580.81
KNNBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0579.38
MSP (Disc-Optimized)Model=ViT-L2026.0476.8
MDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.0575.59
VIM (Disc-Optimized)Model=ViT-B2026.0464.7
MSP (Disc-Optimized)Model=ViT-B2026.0452.4
VIM (Disc-Optimized)Model=ViT-L2026.0448.3
MSP (Cls-Preserving)Model=ViT-L2026.042.3
VIM (Cls-Preserving)Model=ViT-L2026.040
MSP (Cls-Preserving)Model=ViT-B2026.040
VIM (Cls-Preserving)Model=ViT-B2026.040