Anomaly Detection on MVTec AD (test) (Per-Class AUROC) benchmark leaderboard · SOTA2 Research

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

99.7Average AUROCFastFlow

Evaluation Results

Method	Links
FastFlow2023.06		99.7	99.4	100	99.9	100	99.2	—	—	—	—	—	—	—	—	—	—
Reduced Student2023.06		99.5	100	99.7	99.7	98.7	99.6	—	—	—	—	—	—	—	—	—	—
Patchcore2023.03		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
CFA2023.06		99.1	97.3	99.2	100	99.4	99.7	—	—	—	—	—	—	—	—	—	—
PatchCore2023.06		99	98.7	98.2	100	98.7	99.2	—	—	—	—	—	—	—	—	—	—
RD4AD2023.03		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
C-FLOW*2023.03		98.3	99.8	96.7	100	98.1	99.1	100	97.6	97.7	100	99.3	96.8	91.9	99.7	95.2	98.5
DADF2023.03		98.3	98.1	100	100	100	97.8	100	99.2	95	96	99.7	97.2	95.8	97.2	100	98.5
CutPaste2023.06		98.1	100	96.2	95.4	100	99.1	—	—	—	—	—	—	—	—	—	—
Draem2023.03		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
STPM2023.06		96.7	95.4	98.2	98.9	94.9	96.1	—	—	—	—	—	—	—	—	—	—
Cutpaste2023.03		96.1	93.9	100	100	94.6	99.1	98.2	81.2	98.2	98.3	99.9	94.9	88.7	99.4	96.1	99.9
Padim2023.03		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
RIAD2023.03		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
MKD2023.03		87.7	79.3	78.1	95.1	91.6	94.3	99.4	89.2	80.5	98.4	82.7	82.7	83.3	92.2	85.6	93.2