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Image-level Anomaly Detection on MVTec AD (test)

99.7Overall AUROC

MSFlow

Updated 8d ago

Evaluation Results

Method	Links
MSFlow 2023.08		99.7	100	99.5	99.2	100	100	99.6	97.8	100	100	100	99.6	100	99.8	100	100	100	100	-	-	-	-	-
MemKD 2024.12		99.5	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
AST 2022.10		99.2	100	98.5	99.7	100	98.5	99.1	99.7	96.6	99.3	99.1	99.1	97.5	99.1	100	100	100	99.3	-	-	-	-	-
PatchCore 2022.10		99.1	100	99.5	98.1	100	100	96.6	98.1	100	100	99.4	99.2	98.7	98.2	100	98.7	98.8	98.3	-	-	-	-	-
PatchCore 2023.08		99.1	100	99.5	98.1	100	100	96.6	98.1	100	100	98.8	99.1	98.7	98.2	100	98.7	99.2	99	-	-	-	-	-
SSPCAB 2023.08		98.9	98.4	96.9	99.3	100	100	99.8	97.9	100	92.9	100	98.5	98.2	100	100	100	99.5	99.5	-	-	-	-	-
THFR 2024.12		98.9	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Guided Information Injection 2024.12		98.9	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	99.6	-	-	-	-
CS-Flow 2022.10		98.7	99.8	99.1	97.1	99.6	99.1	98.6	97.6	91.9	99.3	99.7	98.2	100	99	99.9	100	100	99.8	-	-	-	-	-
CSFlow 2023.08		98.7	99.8	99.1	97.1	99.6	99.1	98.6	97.6	91.9	99.3	99.7	98.2	100	99	100	100	100	99.8	-	-	-	-	-
RD++ 2024.12		98.6	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	99.4	-	-	-	-
RD4AD 2023.08		98.5	100	95	96.3	99.9	100	96.6	97	99.5	96.7	98.5	98	98.9	100	100	99.3	99.2	99.5	-	-	-	-	-
CFlow 2022.10		98.3	100	97.6	97.7	100	99.3	96.8	91.9	99.7	95.2	98.5	97.2	98.7	99.6	100	99.9	99.1	99.5	-	-	-	-	-
CFlow-AD 2023.08		98.3	99	97.6	99	98.9	98.6	99	98.9	98.9	93.3	99.1	98.2	99.3	99	99.7	98	96.7	98.5	-	-	-	-	-
DeSTSeg 2024.12		98.3	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
RD 2024.12		98.3	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	99.3	-	-	-	-
OCR-GAN 2022.10		98.3	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DRAEM 2021.09		98	99.2	91.8	98.5	100	98.7	98.9	93.9	100	93.1	100	97.4	97	99.9	100	99.6	99.1	99.1	-	-	-	-	-
DRÆM 2022.10		98	99.2	91.8	98.5	100	98.7	98.9	93.9	100	93.1	100	97.4	97.8	99.9	100	99.6	99.1	99.3	-	-	-	-	-
DRAEM 2023.08		98	99.2	91.8	98.5	100	98.7	98.9	93.9	100	93.1	100	97.4	97	99.9	100	99.6	99.1	99.1	-	-	-	-	-
DRAEM 2022.10		98	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
PaDiM 2022.10		97.9	-	-	-	-	-	-	-	-	-	-	97.2	-	-	-	-	-	99	-	-	-	-	-
EdgRec 2022.10		97.8	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Rippel 2022.10		97.5	99	99.1	96.3	100	97.4	91.4	94.5	94.1	98.2	98.8	96.9	99.6	93.7	100	100	99.2	98.5	-	-	-	-	-
Ours 2026.03		97.4	100	96	95.9	99.2	99.6	96.2	85.6	97.5	94.6	98.2	-	99.9	99.8	100	99.6	99.1	-	-	0.009	-	-	-
VTFusion 2026.01		97.3	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
NSA 2021.09		97.2	97.7	94.5	95.2	94.7	98.7	99.2	90.2	100	95.1	99.8	96.5	95.6	99.9	99.9	100	97.5	98.6	-	-	-	-	-
ET-STPM 2025.12		97.1	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
VTFusion 2026.01		97	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
VTFusion 2026.01		96.8	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DINOSaur 2026.05		96.3	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	86.5	95.7	0
CutPaste 2023.08		96.1	98.2	81.2	98.2	98.3	99.9	94.9	88.7	99.4	96.1	99.9	95.5	93.9	100	100	94.6	99.1	97.5	-	-	-	-	-
NSA 2021.09		95.9	97.6	92.1	93.2	93.5	99.4	97	90.3	100	93.5	99.8	95.6	85.6	99.9	99.9	99.7	96.7	96.4	-	-	-	-	-
InTra 2022.10		95.9	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
STPM 2025.12		95.5	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
STFPM* 2022.10		95.4	100	92.3	88	100	100	93.8	88.2	87.8	93.7	93.6	93.7	98.9	100	100	95.5	99.2	98.7	-	-	-	-	-
InCTRL 2026.01		95.3	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CutPaste 2021.09		95.2	98.3	80.6	96.2	97.3	99.3	92.4	86.3	98.3	95.5	99.4	94.3	93.1	99.9	100	93.4	98.6	97	-	-	-	-	-
NSA 2021.09		95.2	97.5	90.2	92.8	89.3	94.6	94.3	90.1	99.6	92.8	99.5	94.1	90.9	98.5	100	100	97.8	97.5	-	-	-	-	-
FastRecon 2026.01		95.2	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
WinCLIP+ 2026.01		95.2	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DifferNet 2022.10		94.7	99	95.9	86.9	99.3	96.1	88.8	96.3	98.6	91.1	95.1	94.7	92.9	84	97.1	99.4	99.8	94.6	-	-	-	-	-
DifferNet 2023.08		94.7	99	95.9	86.9	99.3	96.1	88.8	96.3	98.6	91.1	95.1	94.7	92.9	84	97.1	99.4	99.8	94.6	-	-	-	-	-
RWDA 2026.01		94.5	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
InCTRL 2026.01		94.5	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
WinCLIP+ 2026.01		94.4	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
PatchCore 2026.01		94.3	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FastRecon 2026.01		94.2	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
RWDA 2026.01		94	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
InCTRL 2026.01		94	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Uninformed Student 2022.10		93.2	99	78.7	92.5	99.1	89.1	92.2	86	100	79.4	94.4	91	99.9	98.1	94.7	94.7	99.1	97.3	-	-	-	-	-
UCAD 2026.03		93	100	75.1	86.6	99.4	98.8	89.4	73.9	100	87.4	93.8	-	96.5	94.4	100	99.8	99.5	-	-	0.01	-	-	-
PatchCore 2026.05		92.5	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	80.8	80.4	0.023
RIAD 2022.10		91.7	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
RegAD 2026.01		91.2	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FastRecon 2026.01		91	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
UniAD 2026.03		90.4	99.7	70.1	76.5	93.6	96.4	89.5	55.4	92.8	96.6	98.7	-	99.8	89.6	100	98.9	98.2	-	-	0.076	-	-	-
PatchCore 2026.01		89.5	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
PII 2021.09		88.9	97.6	68.9	84.9	82.7	98.9	86.3	74.7	93.1	90.1	99.8	87.7	65.6	100	100	98.4	91.9	91.2	-	-	-	-	-
RegAD 2026.01		88.2	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
PatchCore 2026.01		87.8	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DNE 2026.03		87	99	61.9	60.9	92.4	98.9	67.1	58.8	93.3	87.7	95.8	-	98.4	99.8	100	98	93	-	-	0.116	-	-	-
RegAD 2026.01		85.7	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SPADE 2025.12		85.5	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CutPaste 2021.09		84.5	100	75.4	89.2	81.4	70.6	90.3	65.5	96.7	88.2	98.7	85.6	53.1	99.7	86.6	87.8	84.6	82.4	-	-	-	-	-
ARNet 2022.10		83.9	94.1	83.2	68.1	85.5	66.7	78.6	100	100	84.3	87.6	84.8	70.6	88.3	86.2	73.5	92.3	82.2	-	-	-	-	-
ITAE 2025.12		83.9	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FPI 2021.09		81.9	90.2	68	87.5	86	88.4	71.8	61.2	85.8	79.6	97.7	81.6	56	99.5	91.7	90.2	74.4	82.4	-	-	-	-	-
UCAD 2026.05		79.8	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	63.5	55.2	0
RD4AD 2026.01		78.5	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
UniAD 2026.03		77.4	80.1	66	82.3	90.4	79.1	86.9	73.1	77.6	49	99.7	-	75.4	71.3	71.5	68.7	90.3	-	-	0.229	-	-	-
RD4AD 2026.01		76.9	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
GAN 2022.10		76.2	89.2	75.7	73.2	78.5	70	74.3	74.6	65.3	79.2	74.5	75.5	69.9	70.8	84.2	79.4	83.4	77.5	-	-	-	-	-
GANomaly 2025.12		76.2	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
RD4AD 2026.01		75.5	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
l2-AE 2025.12		75.4	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SimpleNet 2026.03		70.8	93.8	56	51.9	85.9	71	70.1	59.9	42.2	66.9	99.6	-	73.6	59.2	74.9	65.4	90.8	-	-	0.211	-	-	-
CFA 2026.03		62.3	30.9	48.9	27.5	90.3	46.4	52.8	52.8	51.9	32	98.4	-	83.4	57.1	93.5	76.3	92.3	-	-	0.361	-	-	-
PatchCore 2026.03		60.2	16.3	51.8	35	83.9	25.9	45.9	48.4	58.6	34.1	99.1	-	96.8	70	62.5	77.6	97	-	-	0.383	-	-	-
RD4AD 2026.03		59.6	40.1	53.8	47.5	90.9	62.3	47.9	59.6	39.7	38.5	98.7	-	58.3	55.8	59.6	71.5	70	-	-	0.393	-	-	-
DRAEM 2026.03		59.5	79.3	41.1	51.7	52.4	42.2	45.2	100	62.5	30.7	99.6	-	53.7	79.9	48	54.8	51.7	-	-	0.371	-	-	-
STPM 2026.03		57.6	32.9	53.9	61	54	45.6	52.3	75.3	37.5	45	78.3	-	46.2	56.9	74	73.6	77.9	-	-	0.325	-	-	-
SPADE 2026.03		57.1	30.2	44.4	52.5	41	59.2	48.4	51.4	38.6	62.2	94.9	-	52.9	46	57.7	88.1	89.7	-	-	0.285	-	-	-
FAVAE 2026.03		54.7	66.6	39.6	35.7	88.4	41.6	53.1	62.4	50.3	33.1	54.4	-	61	64.4	40.6	56.3	72.8	-	-	0.102	-	-	-
PaDiM 2026.03		54.5	45.8	54.4	41.8	63.5	44.6	44.9	57.8	67.8	40.7	85.5	-	45.4	70.4	41.8	58.1	54.9	-	-	0.368	-	-	-
CSFlow 2026.03		53.9	12.9	42	36.3	26.9	22	26.3	43.4	56.9	43.2	99.7	-	97.8	60.2	90.6	69.7	80.2	-	-	0.426	-	-	-
EfficientAD 2026.05		52.9	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	31	7.1	0.051
FastFlow 2026.03		51.2	45.4	51.2	51.7	52.2	47.6	57.5	40.2	26.7	52.6	86.7	-	48.9	48.2	48.7	48.9	61.6	-	-	0.279	-	-	-
IUF 2026.05		50.8	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	30	7.4	-0.066
DNE 2026.05		50	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	27.7	0	0.012
CutPaste 2026.03		31.2	11.1	42.2	37.3	57.8	51.7	37.1	35.6	15.8	34	77.5	-	19.8	21.4	0.7	11.2	15	-	-	0.51	-	-	-
PatchCore 2026.03		22.9	53.3	50.5	35.1	85.4	51.1	62.6	74.8	42.7	90	66.9	-	72.3	95.9	45.6	60	97.4	-	-	0.318	-	-	-
DRÆM 2026.04		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	97	-	-	-	-
DFMGAN 2026.04		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	95.5	-	-	-	-
AnomalyDiffusion 2026.04		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	99.7	-	-	-	-
DualAnoDiff 2026.04		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	99	-	-	-	-
SeaS 2026.04		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	99.4	-	-	-	-
GroundingAnomaly 2026.04		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	99.2	-	-	-	-