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ResearchFormerly WizWand

Anomaly Detection on MPDD (Pixel-level AUROC)

96.7Pixel AUROCAA-CLIP
57.38867.59477.888.006Mar 9, 2025May 28, 2025Aug 16, 2025Nov 4, 2025Jan 23, 2026Apr 13, 2026Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
AA-CLIPAvailable training shots=full2025.0396.7
AdaCLIPSource=ECCV 2024, Available training shots=full2025.0396.6
AdaCLIPSetting=Zero-shot2026.0796.6
AA-CLIPAvailable training shots=162025.0396.5
AA-CLIPAvailable training shots=22025.0396.3
AA-CLIPAvailable training shots=642025.0396.3
AnomalyCLIPSource=ICLR 2024, Available training shots=full2025.0396.2
AnomalyCLIPSetting=Zero-shot2026.0796.2
WinCLIPSource=CVPR 20232025.0395.2
WinCLIPSetting=Zero-shot2026.0795.2
VANDSource=CVPRW 2023, Available training shots=full2025.0394.9
APRILGANSetting=Zero-shot2026.0794.9
MVFA-ADSource=CVPR 2024, Available training shots=full2025.0394.5
WT-FlowSetup=single-scale2025.0894.2
DeSTSeg2025.0893
MSFlowSetup=single-scale2025.0892.6
Bayes-PFLSetting=Zero-shot2026.0791.9
RD2025.0891.4
SimpleNet2025.0890.6
LiZADSetting=Zero-shot2026.0788.3
UniAD2025.0882.2
DiAD2025.0874.6
CLIPSource=OpenCLIP2025.0362.1
CLIPSetting=Zero-shot2026.0762.1
rFMSetup=single-scale2025.0858.9