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Image Anomaly Detection on MVTec AD

100Carpet I-AUROC

RD++

Updated 4d ago

Evaluation Results

Method
RD++ 2024.12	100	100	100	99.7	99.3	100	99.3	99	100	100	98.4	98.9	100	98.5	98.6	99.4	-	-	-
PBAS 2024.12	100	100	100	100	99.8	100	99.8	99.7	100	99.9	98.7	98.5	100	100	100	99.8	-	-	-
CutPaste 2023.09	100	99.1	100	99.8	99.8	100	96.2	95.4	99.9	98.6	93.3	86.6	90.7	97.5	99.9	97.1	-	99.7	95.8
DSR 2023.09	100	100	100	100	96.3	100	93.8	98.1	95.6	98.5	97.5	96.2	99.7	97.8	100	98.2	-	99.3	97.7
CRAS 2025.05	99.8	99.8	100	99.8	99.6	100	99.6	96.2	99.8	99.6	96.3	100	100	100	99.7	98.3	-	-	-
SimpleNet 2024.12	99.7	99.9	100	98.7	99.5	100	100	97.8	99.8	100	98.6	98.7	100	100	99.9	99.5	-	-	-
FAIR 2023.09	99.7	99.7	100	100	100	100	98.1	97	99.2	98	99	91.6	100	98.6	98.5	98.6	-	99.9	98
DSR 2024.12	99.6	100	99.3	100	94.7	99.6	95.3	98.3	97.7	99.1	98.9	95.9	100	96.3	98.5	98.2	-	-	-
RD4AD 2025.05	99.5	98.2	100	98.9	99.2	56.5	96.5	90.3	100	100	94.4	91.8	98.6	95.4	97.3	94.4	-	-	-
DeSTSeg 2024.12	99.3	98.6	100	100	99.7	100	97.3	97.8	100	99.2	97.1	88.3	100	99.8	100	98.5	-	-	-
NoCoAD 2024.12	99.1	98.8	100	100	99.4	100	95.2	94.9	100	99.7	96.6	95.3	97.2	93	97.2	97.7	-	-	-
DBPI 2024.12	99	98.4	100	100	99.6	99.4	95.9	97.1	98.8	100	95.2	98.1	100	99.7	93.8	98.3	-	-	-
PBAS 2025.05	98.9	66.3	100	98	99.6	99.6	94.4	72.2	98.4	91.6	84.2	96.3	82.8	81.5	96.5	91.1	-	-	-
Intra 2023.09	98.8	100	100	98.2	98	100	84.2	86.5	95.7	96.9	90.2	95.7	99.7	95.8	99.4	95.9	-	99	94.4
RD4AD 2024.12	98.7	100	100	99.3	99.2	99.9	97	98.2	100	100	96.8	97.8	99.7	96.8	98	98.8	-	-	-
UniAD 2025.05	98.3	92.1	97.8	96.8	98.9	99.4	94.4	98.4	96.9	96.4	79.6	90.9	98.3	97.7	88.5	96.5	-	-	-
PNPT 2025.05	98	98.3	98.5	97	98.1	98.5	96.6	91.8	98.5	98.1	94.2	94.4	98.5	98.2	95.9	97	-	-	-
SimpleNet 2025.05	98	65.2	96.6	91.1	95	99.9	96.5	86.7	100	73.7	83.9	84.4	89.9	78.6	96.2	87	-	-	-
GLASS 2025.05	97.4	81	94.6	83.1	84.9	92.1	88.5	85.5	97.9	77.1	87.9	84.3	70	78.4	97	89.7	-	-	-
DRAEM 2023.09	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	97.4
DRAEM 2024.12	96.3	100	100	100	99.2	96.9	93.4	96.1	100	99.4	96.8	99.2	99.7	94.2	99.7	98.1	-	-	-
Pull&Push 2024.12	95.9	99.9	63.6	99.7	99.6	99.9	98.4	99.8	99.5	86.9	99.7	85.3	94	100	99.6	94.8	-	-	-
NSA 2023.09	95.6	99.9	99.9	100	97.5	97.7	94.5	95.2	94.7	98.7	99.2	90.2	100	95.1	99.8	97.2	-	98.6	96.5
CFA 2024.12	94.7	99.7	98.6	99.9	97.4	100	99.4	99.9	99.6	96.5	98.5	98.3	100	99.4	88.8	98.1	-	-	-
CutPaste 2024.12	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	96.2	-	-	-
Patch-SVDD 2023.09	92.9	94.7	90.9	97.8	96.5	98.6	90.3	76.7	92	94	86.1	81.3	100	91.5	97.9	92.1	-	94.5	90.8
OneNIP 2025.05	92.1	94.4	100	88.9	93.5	96.9	91.3	96.8	97	91.7	97.6	97.6	98.6	96.5	99	91.2	-	-	-
DSR 2025.05	89.7	98.3	92.1	89.2	91.3	99.9	96.5	91.8	83.9	94.7	79.8	80.1	92.5	66.5	77.3	88.3	-	-	-
DRAEM 2025.05	87.8	57.1	83.5	74.2	85.3	71.9	51.9	74.7	62.4	84	38	27.3	75.8	68.8	66	81.2	-	-	-
RIAD 2023.09	84.2	99.6	100	93.4	93	99.9	81.9	88.4	83.3	88.5	83.8	84.5	100	90.9	98.1	91.7	-	95.1	89.9
CFA 2025.05	73	38.6	78.4	55.3	68.3	59.2	63.4	60.2	64.3	72	68.6	48	52.5	54.5	43.7	60	-	-	-
PFlow 2025.05	56.7	82.3	77	96.6	99.6	99.4	70.3	70.1	93.4	72.8	80.9	65.7	60.6	82.6	82.6	79.4	-	-	-