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ResearchFormerly WizWand

OOD Detection on Average

26.47FPR@95SCT
23.710842.335460.9679.5846Nov 5, 2024Feb 3, 2025May 4, 2025Aug 2, 2025Oct 31, 2025Jan 29, 2026Apr 29, 2026
Updated 6mo ago

Evaluation results

MethodLinks
SCTBackbone=CLIP-ViT-B/16, Setting=Prompt tuning, Shots=16-shot2024.1126.4793.37
LoCoOpBackbone=CLIP-ViT-B/16, Setting=Prompt tuning, Shots=16-shot2024.1129.4793.1
SCTBackbone=CLIP-ViT-B/16, Setting=Prompt tuning, Shots=1-shot2024.1131.0992.04
IDLikeBackbone=CLIP-ViT-B/16, Setting=Prompt tuning, Shots=16-shot2024.1132.1292.14
IDLikeBackbone=CLIP-ViT-B/16, Setting=Prompt tuning, Shots=1-shot2024.1134.7291.67
LoCoOpBackbone=CLIP-ViT-B/16, Setting=Prompt tuning, Shots=1-shot2024.1134.9491.75
GL-MCMBackbone=CLIP-ViT-B/16, Setting=Zero-shot2024.1135.0690.9
CoOpBackbone=CLIP-ViT-B/16, Setting=Prompt tuning, Shots=16-shot2024.1135.0991.99
NegPromptBackbone=CLIP-ViT-B/16, Setting=Prompt tuning, Shots=16-shot2024.1137.3490.57
LSNBackbone=CLIP-ViT-B/16, Setting=Prompt tuning, Shots=16-shot2024.1139.5891.53
RMDSBackbone=Swin Transformer, In-Distribution Accuracy=81.60%2026.0441.3788.36
CoOpBackbone=CLIP-ViT-B/16, Setting=Prompt tuning, Shots=1-shot2024.1142.3890.72
MCMBackbone=CLIP-ViT-B/16, Setting=Zero-shot2024.1142.6190.66
MDSBackbone=Swin Transformer, In-Distribution Accuracy=81.60%2026.0442.7486.92
OursBackbone=Swin Transformer, In-Distribution Accuracy=81.60%2026.0443.9986.03
GENBackbone=Swin Transformer, In-Distribution Accuracy=81.60%2026.0445.1586.19
KNNBackbone=Swin Transformer, In-Distribution Accuracy=81.60%2026.0446.2882.45
LSNBackbone=CLIP-ViT-B/16, Setting=Prompt tuning, Shots=1-shot2024.1146.4787.84
MSPBackbone=Swin Transformer, In-Distribution Accuracy=81.60%2026.0452.2784.47
MaxLogitBackbone=CLIP-ViT-B/16, Setting=Post-hoc2024.1152.4988.82
ReActBackbone=CLIP-ViT-B/16, Setting=Post-hoc2024.1154.6288.37
EnergyBackbone=CLIP-ViT-B/16, Setting=Post-hoc2024.1154.888.48
ReActBackbone=Swin Transformer, In-Distribution Accuracy=81.60%2026.0456.383.69
SHEBackbone=Swin Transformer, In-Distribution Accuracy=81.60%2026.045884.63
TempScaleBackbone=Swin Transformer, In-Distribution Accuracy=81.60%2026.0459.0382.83
NegPromptBackbone=CLIP-ViT-B/16, Setting=Prompt tuning, Shots=1-shot2024.1162.0881.13
OpenMaxBackbone=Swin Transformer, In-Distribution Accuracy=81.60%2026.0463.0683.96
MSPBackbone=CLIP-ViT-B/16, Setting=Post-hoc2024.1174.9876.22
ODINBackbone=CLIP-ViT-B/16, Setting=Post-hoc2024.1190.2371.13
ASHBackbone=Swin Transformer, In-Distribution Accuracy=81.60%2026.0494.7145.26
GradNormBackbone=Swin Transformer, In-Distribution Accuracy=81.60%2026.0495.4540.49