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Anomaly Segmentation on VisA (Per-Category Metrics)

99.4Candle AUROCPatchCore
60.50470.60280.790.798Sep 13, 2023Feb 12, 2024Jul 13, 2024Dec 12, 2024May 13, 2025Oct 12, 2025Mar 13, 2026

Evaluation results

MethodLinks
PatchCore2023.0999.494.699.587.798.99599.184.593.785.599.896.499.194.899.994.39989.999.390.898.489.599.19698.891.6
RD4AD2023.0998.793.199.49694.188.397.482.396.791.499.695.399.296.999.79698.692.399.294.898.490.398.796.498.392.8
FAIR2023.099892.593.996.298.893.498.378.896.888.999.797.891.798.399.79198.990.999.392.997.880.899.49598.891.4
AST2023.0997.190.896.772.797.568.198.587.18557.296.885.390.98399.49095.971.896.471.390.564.898.390.595.377.7
DRAEM2023.0993.692.799.185.481.667.697.55873.880.499.486.39996.397.961.197.376.29683.594.973.487.174.693.178
MIRAGEDownstream Model=U-Net2026.0392—89—97—97—95—95—93—77—92—89—91—99—92—
GLASSDownstream Model=U-Net2026.0390—93—89—100—93—99—99—74—86—86—93—89—91—
DSR2023.0984.879.796.874.597.661.593.858.282.965.587.357.783.452.290.561.396.584.994.879.593.562.197.580.591.668.1
AnomAnyDownstream Model=U-Net2026.0371—73—91—99—91—94—91—69—85—85—85—94—86—
RealNetDownstream Model=U-Net2026.0362—87—90—92—87—90—89—75—80—85—80—92—84—