Anomaly Detection on MVTec AD (Per-Category AUROC)

99.4Mean AUROCURA-Net

Evaluation Results

Method
URA-Net2026.03	99.4	99.8	100	100	100	99.6	100	100	98	100	99.8	97.2	98.3	98.9	100	98.7
PatchCore2026.03	99.1	98.7	98.2	100	98.7	99.2	100	99.5	98.1	100	100	96.6	98.1	100	100	99.4
WT-Flow2025.08	99.05	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
FOD2026.03	98.7	100	100	100	100	99.3	100	98.8	97.1	100	100	96.5	96	95.3	100	98.2
DeSTSeg2025.08	98.6	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
RD++2025.08	98.59	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
RD4AD2026.03	98.5	98.9	100	100	99.3	99.2	100	95	96.3	99.9	100	96.6	97	99.5	96.7	98.5
MSFlow2025.08	98.5	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
RD2025.08	98.46	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
DDPM-based asymmetric teacher-student network2026.04	98.4	99.7	100	100	100	99.2	100	99	96.8	100	100	98.4	86	100	96.5	100
OCR-GAN2026.03	98.3	99.4	99.6	97.1	95.5	95.7	99.6	99.1	96.2	98.5	99.5	98.3	100	98.7	98.3	99
DRAEM2026.03	98	97	99.9	100	99.6	99.1	99.2	91.8	98.5	100	98.7	98.9	93.9	100	93.1	100
FastFlow2025.08	97.88	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
ADSPR2025.08	97.67	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
PFM2026.03	97.5	100	98	100	99.6	99.5	100	98.8	94.5	100	100	96.5	91.8	88.6	97.8	97.4
PaDiM2025.08	97.5	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
ADPS2026.03	97.4	97.4	100	100	99.8	97.7	100	93.7	96	99.6	99.7	95.3	89.5	95.3	97.6	100
CDO2026.03	97.3	99.5	99.9	100	98.9	99.5	100	97.8	91.9	99.4	99.2	98.6	90.3	86.1	99.4	98.9
CSFlow2025.08	97.06	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
UniAD2025.08	96.6	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
DeSTSeg2026.04	96.4	95.9	99.6	100	99.7	98.6	100	97.5	90.3	99.6	99.8	92.7	86.1	91.7	96.9	97.6
UTRAD2026.03	96	96.3	98.7	100	99.9	99.7	100	98.6	94.3	99.5	96.2	94.2	88.3	78.9	96.4	98.6
PaDiM2026.03	95.5	99.8	96.7	100	98.1	99.2	99.9	92.7	91.3	92	98.7	93.3	85.8	96.1	97.4	90.3
SimpleNet2026.04	95.4	97.1	98.2	100	100	99.5	100	97.1	85.4	100	99	90.6	77.5	89.4	97.8	99.1
CFlow2025.08	95.39	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
DifferNet2025.08	94.9	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
rFM2025.08	94.54	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
UniAD2026.04	92.5	99.8	99	100	96.7	98.2	99.4	93	69.8	99.6	98	75.1	88.4	83.9	99.3	86.9
RIAD2026.03	91.7	84.2	99.6	100	98.7	93	99.9	81.9	88.4	83.3	88.5	83.8	84.5	100	90.9	98.1
CFLOW-AD2026.04	91.6	99.2	86.7	100	99.8	98.4	99.9	89.6	86.1	99.9	96.9	84.3	63.4	84.4	90.5	95.6
DiAD2026.04	88.9	64.5	99	97.6	93.4	94.3	97.7	88.5	88.6	96.9	88.1	94.7	63.2	95.3	99	73.5
RealNet2026.04	84.8	96.5	97.2	100	97.5	99.6	95.6	70	64.4	100	78.6	68.5	71.3	76.4	79.7	77.3
DTE-NP2025.08	76.11	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
PyramidalAD2026.04	70.2	44.6	75.5	67.2	78.6	86.7	77.1	58.2	55.6	92.1	63	67	63.7	89.4	50.8	83.3