Anomaly Detection on MVTec AD (Per-Class AUROC Breakdown)

99.8Overall AUROCCPR*

Evaluation Results

Method
CPR*2023.08	99.8	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
CPR2023.08	99.7	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
SimpleNet2023.08	99.6	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
SimpleNet2023.03	99.5	99.7	99.7	100	99.8	100	100	99.9	97.7	100	100	99	98.2	99.7	100	99.9	99.6	99.8
FastFlow2021.11	99.4	100	99.7	100	100	100	100	100	100	100	100	99.4	97.8	94.4	99.8	99.5	—	—
FastFlow2022.10	99.4	100	99.7	100	100	100	100	100	100	100	100	99.4	97.8	94.4	99.8	99.5	—	—
N-pad2022.10	99.37	99.27	98.67	100	100	99.56	100	99.54	99.4	100	100	98	97.4	100	99.58	99.34	—	—
PatchCore2023.03	99.2	98.7	98.2	100	98.7	99.2	100	99.5	98.1	100	100	96.6	98.1	100	100	99.4	99.1	99
PatchCore2021.11	99.1	98.7	98.2	100	98.7	99.2	100	99.5	98.1	100	100	96.6	98.1	100	100	98.8	—	—
PatchCore2022.10	99.1	98.7	98.6	100	99.4	99.2	100	99.5	98.1	100	100	97	98.1	100	100	99.5	—	—
PatchCore2022.10	99	98.7	97.9	100	98.9	99	100	99.4	97.8	100	100	96	97	99.7	100	99.5	—	—
SSPCAB2022.10	98.9	98.2	100	100	100	99.5	98.4	96.9	99.3	100	100	99.8	97.9	100	92.9	100	—	—
SSPCAB2023.08	98.9	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
CS-Flow2022.10	98.7	99	100	100	100	100	99.8	99.1	97.1	99.6	99.1	98.6	97.6	91.9	99.3	99.7	—	—
DeSTSeg2023.08	98.6	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
RLR2024.03	98.6	99.7	99.8	100	100	98.9	100	99.3	97	100	99.9	98.9	94.8	93.1	99.7	98.5	—	—
PatchCore2023.08	98.5	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
RD2023.08	98.5	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
AltUB2022.10	98.4	99.2	100	100	99.9	99	100	97.8	98.1	100	99.5	97	91.7	99.4	95.2	98.5	—	—
HGAD2024.03	98.4	100	99.6	100	100	99.5	100	97.3	99	99.9	100	96.3	95.5	91.2	97.7	100	98.4	—
CFlow2021.11	98.3	100	97.6	97.7	98.7	99.6	100	100	99.3	96.8	91.9	99.9	99.7	95.2	99.1	98.5	—	—
CFLOW-AD2022.10	98.3	99.3	99.6	100	99.9	99.1	100	97.6	97.7	100	99.3	96.8	91.9	99.7	95.2	98.5	—	—
CS-Flow2023.03	98.2	100	99	100	100	100	99.8	99.1	97.1	99.6	99.1	98.6	97.6	91.9	99.3	99.7	98.7	99.8
DSR2022.08	98.2	100	100	100	100	96.3	100	93.8	98.1	95.6	98.5	97.5	96.2	99.7	97.8	100	—	—
PEFM2022.10	98.13	100	96.57	100	99.49	99.19	100	98.95	91.9	99.89	99.85	97.51	96.43	96.38	97.83	98.03	—	—
RevDist2023.03	98	98.9	100	100	99.3	99.2	100	95	96.3	99.9	100	96.6	97	99.5	96.7	98.5	98.5	99.5
DRAEM2022.08	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	—	—
DRAEM2023.08	98	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
PaDiM2021.11	97.9	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
FastFlow2022.10	97.52	99.15	99.68	100	100	99.56	100	97.58	98.52	97.96	99.51	98.22	86.34	89.16	98.58	98.55	—	—
DRÆM2023.03	97.4	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	98	99.1
CFLOW-AD2022.10	97.24	99.04	96.24	100	100	99.3	100	97.41	97.69	100	98.92	96.92	83.95	92.78	97.38	99.03	—	—
OmniAL2024.03	97.2	98.7	99.9	99	99.6	93.2	100	98.2	95.2	95.6	99.2	97.2	88	100	93.8	100	97.2	—
OmniAL2024.03	97.2	98.7	99.9	99	99.6	93.2	100	98.2	95.2	95.6	99.2	97.2	88	100	93.8	100	—	—
Cut Paste2021.11	97.1	100	96.2	95.4	100	99.1	99.9	100	98.6	93.3	86.6	99.8	90.7	97.5	99.8	99.9	—	—
CDO2023.08	96.8	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
UniAD2024.03	96.5	99.8	98.2	100	99.3	98.6	99.7	95.2	86.9	99.8	99.2	93.7	87.5	94.2	99.8	95.8	96.5	—
UniAD2024.03	96.5	99.8	98.2	100	99.3	98.6	99.7	95.2	86.9	99.8	99.2	93.7	87.5	94.2	99.8	95.8	—	—
SPADE*2021.11	96.2	98.6	99	99.5	89.8	95.8	98.1	93.2	98.6	98.9	96.9	96.5	99.5	98.9	81	98.8	—	—
[11]2022.08	96.1	93.9	100	100	94.6	99.1	98.2	81.2	98.2	98.3	99.9	94.3	88.7	99.4	96.1	99.9	—	—
PaDiM2023.03	96	99.8	96.7	100	98.1	99.2	99.1	97.1	87.5	99.4	96.2	90.1	97.5	100	94.4	98.6	95.8	95.5
DRA2022.03	95.9	94	98.7	100	99.4	99.8	100	90.9	93.5	100	99.7	90.4	97.7	82.6	91.5	100	—	—
DRA2022.03	95.9	94	98.7	100	99.4	99.8	100	90.9	93.5	100	99.7	98.4	82.6	82.6	91.5	100	—	—
CutPaste2023.03	95.5	93.9	100	100	94.6	99.1	98.2	81.2	98.2	98.3	99.9	94.9	93.9	99.4	96.1	99.9	96.1	97.5
[7]2022.08	95.5	99.9	95.7	100	97.4	98.8	99.8	92.2	91.5	93.3	99.2	94.4	84.4	87.2	97.8	90.9	—	—
Patchcore2024.03	95.3	96.1	97.1	100	99.9	98.4	100	99.2	85.6	100	99.9	93.3	82.9	88.9	96.7	91.9	—	—
DifferNet2021.11	94.9	84	97.1	99.4	92.9	99.8	99	86.9	88.8	99.1	95.1	95.9	99.3	96.1	96.3	98.6	—	—
DifferNet2022.10	94.9	92.9	84	97.1	99.4	99.8	99	95.9	86.9	99.3	96.1	88.8	96.3	98.6	91.1	95.1	—	—
DevNet2022.03	94.5	86.7	96.7	99.9	98.7	99.9	99.3	89.2	86.5	100	99.1	86.6	86	86	92.4	99	—	—
PMAD2024.03	94.5	99	96.2	100	99.8	99.6	99.8	93.5	80.5	99.6	98	89.4	73.3	95.8	97.2	96	94.5	—
[17]2022.08	94.4	95.5	92.9	100	97.4	97.6	100	94	92.3	93.1	91.2	83.3	81.2	93.8	95.9	97.9	—	—
EAR + KD2023.10	94.2	89.9	95.9	100	96.5	98.5	99.7	87.1	87	99.7	87.6	92.2	88.6	100	94.7	95.5	—	—
MINNS2022.03	93.9	87.6	98.3	99.3	98	99.8	99.5	84.2	90.5	100	98.4	91.3	93.2	81	88.9	98.1	—	—
FLOS2022.03	93.9	78	96.6	99.3	95.2	100	99.5	89	90.2	100	98.4	92.9	90	90	86.2	99.5	—	—
EAR2023.10	93.4	88	97.6	100	95.6	99.5	99.5	85.5	86.9	99.6	86.8	87.3	85.4	100	93.3	96.1	—	—
SAOE2022.03	92.6	75.5	95.2	100	94.4	97.6	99.8	86.2	85	100	97.6	87.2	86.5	86.5	86	96.5	—	—
EAR2023.10	92.2	84.6	97.6	100	95.6	98.6	99.4	85.1	86.9	99.2	86.8	87	77.6	100	89.5	95.1	—	—
EAR + KD2023.10	92.2	85	95.2	100	91.8	94.6	99.7	85.3	87	99.7	85.6	92.2	77.9	100	94.7	94.9	—	—
PatchSVDD2021.11	92.1	92.9	94.6	90.9	97.8	96.5	98.6	90.3	76.7	92	94	86.1	81.3	100	91.5	97.9	—	—
EARw/o attn2023.10	92	71.8	96.3	100	93.9	94.5	100	88.8	91.8	99.6	84.1	86.7	82.5	100	94.3	96.3	—	—
FastFlow2024.03	91.8	91.6	85.7	93.7	99.2	98	100	90.9	90.5	98.9	96.5	90.4	76.8	86.1	85.7	93.8	91.8	—
[22]2022.08	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	—	—
RIAD2023.10	91.7	84.2	99.6	100	98.7	93	95.9	81.9	88.4	83.3	88.5	83.8	84.5	100	90.9	98.1	—	—
AE-SSIM2023.03	91	87	94	78	59	73	93	82	94	97	89	91	96	92	90	88	87	78
MLEP2022.03	90.7	78.1	98	81.3	98.8	99.9	98.1	85.7	81.8	100	97.4	84.5	78.3	78.3	92.7	98.4	—	—
RIAD2023.03	89.9	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	91.7	95.1
EARw/o obf2023.10	89.1	84.8	96.9	100	92.8	90.4	99.5	79.5	78.4	98.6	83.2	73.8	80	99.4	89.1	90	—	—
CFLOW2024.03	89	98.8	95.9	100	97.9	99	98.7	80.4	75.5	97.1	87.8	88	59.5	78	86.7	92.2	89	—
DRA2022.03	88.3	85.9	97.2	98.9	96.5	98.5	100	87.6	63.1	97.7	94.8	83.2	90.3	65	66.8	99	—	—
DRAEM2024.03	88.1	98	99.3	98.7	99.8	99.8	97.5	57.8	65.3	93.7	72.8	82.2	92	90.6	74.8	98.8	88.1	—
DRAEM2024.03	88.1	98	99.3	98.7	99.8	99.8	97.5	57.8	65.3	93.7	72.8	82.2	92	90.6	74.8	98.8	—	—
[4]2022.08	87.7	91.6	81	88.2	99.1	97.7	99	86.2	86.1	93.1	82	87.9	54.9	95.3	81.8	91.9	—	—
KDAD2022.03	86.1	77.4	74.9	94.8	91.1	94	99.2	88	77.5	98.4	74.3	82.4	80.5	86.3	80.5	92.7	—	—
SimpleNet2024.03	85.6	87.6	79.1	95.2	97.9	97.5	86.5	71.5	77.8	94.3	87.8	80.2	72.8	87.8	79.7	88.5	—	—
PaDiM2024.03	84.2	93.8	73.9	99.9	93.3	98.4	97.9	70.9	73.4	85.5	88	68.8	56.9	95.3	86.6	79.7	84.2	—
PaDiM2024.03	84.2	93.8	73.9	99.9	93.3	98.4	97.9	70.9	73.4	85.5	88	68.8	56.9	95.3	86.6	79.7	—	—
SAOE2022.03	83.4	76.6	92.1	99.6	93.5	94.8	98.9	81.9	61.1	96.1	92.2	65.2	65.3	68.6	68	97	—	—
DeepSAD2022.03	83	79.1	85.4	83.3	88.8	78.1	91.3	69.6	47.6	100	86	87.5	77.4	88.5	86.8	97.4	—	—
MKD2024.03	81.9	69.8	83.8	93.6	89.5	93.4	98.7	78.2	68.3	97.1	64.9	79.7	75.6	75.3	73.4	87.4	81.9	—
MKD2024.03	81.9	69.8	83.8	93.6	89.5	93.4	98.7	78.2	68.3	97.1	64.9	79.7	75.6	75.3	73.4	87.4	—	—
DevNet2022.03	79.4	74.6	89.1	87.3	75.2	90	97.6	78.3	56.4	97.9	87.6	76.9	39.9	75.3	72.2	92.2	—	—
FLOS2022.03	79.2	75.5	87.1	79.1	78.7	92.7	97.5	79	66.6	97.6	93	74.5	33.7	73.1	70.9	88.5	—	—
MLEP2022.03	74.4	70.1	83.9	78.1	92.7	66	92.7	68.8	55.8	70.4	87.8	65.6	67.5	61.7	69.5	85.6	—	—
PromptAD2026.01	—	99.54	97.99	99.34	96.05	95.44	97.31	94.1	95.6	98.21	91.65	93.63	95.19	98.63	85.65	90.77	—	—
Proposed2026.01	—	99.54	97.97	99.36	96.06	95.29	97.28	93.79	96.25	98.27	92.67	95.26	94.11	98.67	85.66	92.04	—	—
WinCLIP2026.01	—	99.1	96.3	99.2	95.7	94.8	96.8	93.6	96.04	97.76	89.5	93.8	95.9	97	84.3	91.4	—	—