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Anomaly Classification on MVTec 4 (test)

99.8Average Image AUROCDDAD-10
39.79255.37170.9586.529May 25, 2023Sep 15, 2023Jan 6, 2024Apr 28, 2024Aug 19, 2024Dec 10, 2024Apr 3, 2025

Evaluation results

MethodLinks
DDAD-10Method Type (Representation-based vs Reconstruction-based)=Reconstruction-based, Model Scale=32 million parameters, Diffusion Steps=102023.0599.899.310010010010010099.499.410010010099100100100——
DDAD-S-10Method Type (Representation-based vs Reconstruction-based)=Reconstruction-based, Model Scale=8 million parameters, Diffusion Steps=102023.0599.798.210010010099.910099.899.499.810099.598.310010099.9——
SimpleNetMethod Type (Representation-based vs Reconstruction-based)=Representation-based2023.0599.699.799.710099.810010099.997.71001009998.299.710099.9——
PatchCoreMethod Type (Representation-based vs Reconstruction-based)=Representation-based2023.0599.198.799.710010099.210099.598.110010099.898.110010099.4——
RD4ADMethod Type (Representation-based vs Reconstruction-based)=Representation-based2023.0598.598.910010099.399.21009596.399.910096.69799.596.798.5——
DRAEMMethod Type (Representation-based vs Reconstruction-based)=Reconstruction-based2023.05989799.910099.699.199.291.898.510098.798.993.910093.1100——
Score-based PRMethod Type (Representation-based vs Reconstruction-based)=Reconstruction-based2023.0597.791.710099.999.896.110094.297.298.696.696.198.698.198.799.9——
TailedCoreReference=Ours2025.0495.71———————————————95.8295.34
RIADMethod Type (Representation-based vs Reconstruction-based)=Reconstruction-based2023.0591.784.299.610098.79399.981.988.483.388.583.884.510090.998.1——
AnomalyCLIPReference=ICLR’242025.0491.48———————————————91.8290.83
WinCLIPReference=CVPR’232025.0490.37———————————————91.688.21
PatchCoreReference=CVPR’222025.0483.83———————————————92.1971.18
HVQReference=NeurIPS’232025.0483.56———————————————82.0185.5
SoftPatchReference=NeurIPS’222025.0479.64———————————————67.6597.54
PaDiMReference=ICPR’212025.0479.19———————————————77.4781.28
GANomalyMethod Type (Representation-based vs Reconstruction-based)=Reconstruction-based2023.0542.120.340.441.340.874.425.145.768.253.72747.223.137.24443.4——