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ResearchFormerly WizWand

Anomaly Localization on VisA (AUROC)

99AUROCGeneralAD
87.76890.68493.696.516Jul 17, 2024Sep 19, 2024Nov 22, 2024Jan 26, 2025Mar 31, 2025Jun 3, 2025Aug 7, 2025
Updated 6mo ago

Evaluation results

MethodLinks
GeneralADModel scale=large2024.0799
WT-FlowArchitecture=Flow-based, Setup=single-scale setup2025.0898.9
Patchcore2024.0798.8
GeneralADModel scale=base2024.0798.8
PNIArchitecture=Non-flow2025.0898.8
CRADArchitecture=Non-flow2025.0898.5
RDArchitecture=Non-flow, Setup=multi-scale setting2025.0898.35
RD++Architecture=Non-flow, Setup=multi-scale setting2025.0898.3
Recontrast2024.0798.2
GeneralADModel scale=small2024.0798.2
UniVADsetting=1-normal-shot2024.1298.2
UniADArchitecture=Non-flow2025.0898.2
rFMArchitecture=Flow-based, Setup=single-scale setup2025.0898.1
MSFlowArchitecture=Flow-based, Setup=single-scale setup2025.0897.79
FastFlowArchitecture=Flow-based, Setup=multi-scale setting2025.0897.49
AnomalyGPTsetting=1-normal-shot2024.1296.2
WINCLIPsetting=1-normal-shot2024.1296.2
CFlowArchitecture=Flow-based, Setup=single-scale setup2025.0895.23
PatchCoresetting=1-normal-shot2024.1293.4
SimpleNet2024.0791.8
UniADsetting=1-normal-shot2024.1290.3
RDAD2024.0790.1
MedCLIPsetting=1-normal-shot2024.1288.2