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ResearchFormerly WizWand

Anomaly Detection on Real-IAD (Image-level AUROC, Image-level AUPR)

0.883AUROC (Image-level)INP-Former
0.4930.594250.69550.79675Aug 24, 2024Dec 14, 2024Apr 6, 2025Jul 28, 2025Nov 17, 2025Mar 10, 2026Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
INP-FormerSetup=4-shot2024.080.8830.856—
INP-FormerSetup=2-shot2024.080.8640.841—
GenAUModel Scale=7b2026.070.847—0.852
INP-FormerSetup=1-shot2024.080.8440.819—
AnoPLeSetup=4-shot2024.080.8320.815—
AnoPLeSetup=2-shot2024.080.8280.822—
AnoPLeSetup=1-shot2024.080.8120.801—
MultiADS2026.070.787—0.791
AnomalyCLIP2026.070.784—0.767
MultiADS-FMethod Variant=F2026.070.782—0.785
GenAUModel Scale=0.5b2026.070.766—0.781
APRIL-GAN2026.070.757—0.735
WinCLIP2026.070.75—0.723
WinCLIPSetup=4-shot2024.080.730.618—
WinCLIPSetup=2-shot2024.080.7090.587—
AdaCLIP2026.070.701—0.685
WinCLIPSetup=1-shot2024.080.6940.568—
PatchCoreSetup=4-shot2024.080.660.622—
PatchCoreSetup=2-shot2024.080.6330.597—
PromptADSetup=4-shot2024.080.5970.435—
PatchCoreSetup=1-shot2024.080.5930.558—
PromptADSetup=2-shot2024.080.5770.411—
PromptADSetup=1-shot2024.080.5220.416—
SPADESetup=1-shot2024.080.5120.456—
SPADESetup=2-shot2024.080.5090.455—
SPADESetup=4-shot2024.080.5080.458—