Anomaly Detection on MVTec AD

Metric: Detection AUROC (higher is better)

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#	Model↕	Detection AUROC▼	Augmentations	Paper	Date↕	Code
1	GLASS	99.9	Yes	A Unified Anomaly Synthesis Strategy with Gradie...	2024-07-12	Code
2	UniNet	99.9	No	-	-	Code
3	PBAS	99.8	No	Progressive Boundary Guided Anomaly Synthesis fo...	2024-12-23	Code
4	HETMM	99.8	No	Hard-normal Example-aware Template Mutual Matchi...	2023-03-28	Code
5	INP-Fomer ViT-L (model-unified multi-class)	99.8	No	Exploring Intrinsic Normal Prototypes within a S...	2025-03-04	Code
6	DDAD	99.8	Yes	Anomaly Detection with Conditioned Denoising Dif...	2023-05-25	Code
7	EfficientAD (early stopping)	99.8	Yes	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
8	WeakREST-Block	99.8	Yes	Industrial Anomaly Detection and Localization Us...	2023-06-06	-
9	INP-Former-Large	99.8	No	Exploring Intrinsic Normal Prototypes within a S...	2025-03-04	Code
10	Dinomaly-Large	99.8	No	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
11	Dinomaly ViT-L (model-unified multi-class)	99.77	Yes	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
12	ReConPatch Ensemble (+RefineNet)	99.72	No	ReConPatch : Contrastive Patch Representation Le...	2023-05-26	Code
13	ReConPatch WRN-50 (+RefineNet)	99.71	No	ReConPatch : Contrastive Patch Representation Le...	2023-05-26	Code
14	ADClick	99.7	Yes	Towards Efficient Pixel Labeling for Industrial ...	2024-07-03	-
15	CPR	99.7	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
16	CPR-fast	99.7	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
17	MSFlow	99.7	No	MSFlow: Multi-Scale Flow-based Framework for Uns...	2023-08-29	Code
18	CRAS	99.7	No	Center-aware Residual Anomaly Synthesis for Mult...	2025-05-23	Code
19	CPR	99.7	No	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
20	INP-Former-Base	99.7	No	Exploring Intrinsic Normal Prototypes within a S...	2025-03-04	Code
21	PNI Ensemble	99.63	No	PNI : Industrial Anomaly Detection using Positio...	2022-11-22	Code
22	ReConPatch WRN-101	99.62	No	ReConPatch : Contrastive Patch Representation Le...	2023-05-26	Code
23	WeakREST-Un	99.6	No	Industrial Anomaly Detection and Localization Us...	2023-06-06	-
24	Dinomaly ViT-B (model-unified multi-class)	99.6	Yes	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
25	PatchCore Large	99.6	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
26	RealNet	99.6	No	RealNet: A Feature Selection Network with Realis...	2024-03-09	Code
27	RememberingNormality	99.6	No	-	-	Code
28	SimpleNet	99.6	No	SimpleNet: A Simple Network for Image Anomaly De...	2023-03-27	Code
29	ADClick	99.6	Yes	Towards Efficient Pixel Labeling for Industrial ...	2024-07-03	-
30	Dinomaly-Base	99.6	No	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
31	PNI	99.56	No	PNI : Industrial Anomaly Detection using Positio...	2022-11-22	Code
32	MemSeg	99.56	Yes	MemSeg: A semi-supervised method for image surfa...	2022-05-02	Code
33	ReConPatch WRN-50	99.56	Yes	ReConPatch : Contrastive Patch Representation Le...	2023-05-26	Code
34	ReContrast	99.5	No	-	-	-
35	AnomalyDINO-S (full-shot)	99.5	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
36	POUTA	99.5	Yes	Produce Once, Utilize Twice for Anomaly Detection	2023-12-20	-
37	DMAD	99.5	No	Diversity-Measurable Anomaly Detection	2023-03-09	Code
38	GRD-Net (Partial)	99.5	No	-	-	-
39	Reverse Distillation ++	99.44	Yes	-	-	Code
40	CRAD	99.4	No	Continuous Memory Representation for Anomaly Det...	2024-02-28	Code
41	CPR-faster	99.4	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
42	TransFusion	99.4	Yes	TransFusion -- A Transparency-Based Diffusion Mo...	2023-11-16	Code
43	Fastflow	99.4	No	FastFlow: Unsupervised Anomaly Detection and Loc...	2021-11-15	Code
44	CFLOW-AD+AltUB	99.4	No	AltUB: Alternating Training Method to Update Bas...	2022-10-26	-
45	PRN	99.4	Yes	Prototypical Residual Networks for Anomaly Detec...	2022-12-05	-
46	N-pad	99.37	No	N-pad : Neighboring Pixel-based Industrial Anoma...	2022-10-17	-
47	GLAD	99.3	No	GLAD: Towards Better Reconstruction with Global ...	2024-06-11	Code
48	CFA	99.3	No	CFA: Coupled-hypersphere-based Feature Adaptatio...	2022-06-09	Code
49	BGAD	99.3	Yes	Explicit Boundary Guided Semi-Push-Pull Contrast...	2022-07-04	Code
50	URD	99.2	Yes	Unlocking the Potential of Reverse Distillation ...	2024-12-10	Code
51	THFR	99.2	No	-	-	-
52	PatchCore	99.2	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
53	AST	99.2	No	Asymmetric Student-Teacher Networks for Industri...	2022-10-14	Code
54	EfficientAD-M	99.1	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
55	InversionAD	99.1	No	Reconstruction-Free Anomaly Detection with Diffu...	2025-04-08	Code
56	FAPM	99	Yes	FAPM: Fast Adaptive Patch Memory for Real-time I...	2022-11-14	Code
57	DRAEM+SSPCAB	98.9	Yes	Self-Supervised Predictive Convolutional Attenti...	2021-11-17	Code
58	AD-CLSCNFs	98.85	No	-	-	Code
59	RSTPM	98.7	No	Reconstructed Student-Teacher and Discriminative...	2022-10-14	-
60	EfficientAD-S	98.7	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
61	GRAD	98.7	No	Generating and Reweighting Dense Contrastive Pat...	2023-12-26	-
62	DRAEM+SSMCTB	98.7	Yes	Self-Supervised Masked Convolutional Transformer...	2022-09-25	Code
63	CS-Flow	98.7	No	Fully Convolutional Cross-Scale-Flows for Image-...	2021-10-06	Code
64	FAIR	98.6	Yes	FAIR: Frequency-aware Image Restoration for Indu...	2023-09-13	Code
65	DeSTSeg	98.6	Yes	DeSTSeg: Segmentation Guided Denoising Student-T...	2022-11-21	Code
66	RLR	98.6	No	Learning Unified Reference Representation for Un...	2024-03-18	Code
67	MambaAD	98.6	No	MambaAD: Exploring State Space Models for Multi-...	2024-04-09	Code
68	Reverse Distillation	98.5	No	Anomaly Detection via Reverse Distillation from ...	2022-01-26	Code
69	MMR	98.4	No	Industrial Anomaly Detection with Domain Shift: ...	2023-04-05	Code
70	SuperSimpleNet	98.4	No	SuperSimpleNet: Unifying Unsupervised and Superv...	2024-08-06	Code
71	SAM-LAD	98.4	No	SAM-LAD: Segment Anything Model Meets Zero-Shot ...	2024-06-02	-
72	MSFR	98.4	No	-	-	Code
73	HGAD	98.4	No	Hierarchical Gaussian Mixture Normalizing Flow M...	2024-03-20	Code
74	OCR-GAN	98.3	No	Omni-frequency Channel-selection Representations...	2022-03-01	Code
75	PNPT	98.3	No	Prior Normality Prompt Transformer for Multi-cla...	2024-06-17	-
76	CRAS	98.3	No	Center-aware Residual Anomaly Synthesis for Mult...	2025-05-23	Code
77	CFLOW-AD	98.26	No	CFLOW-AD: Real-Time Unsupervised Anomaly Detecti...	2021-07-27	Code
78	ProbabilisticPatchCore	98.2	No	A Probabilistic Transformation of Distance-Based...	2023-05-16	Code
79	DSR	98.2	Yes	DSR -- A dual subspace re-projection network for...	2022-08-02	Code
80	MSPBA	98.1	No	-	-	-
81	TASAD	98	No	-	-	Code
82	DRAEM	98	Yes	DRAEM -- A discriminatively trained reconstructi...	2021-08-17	Code
83	HVQ-Trans	98	No	Hierarchical Vector Quantized Transformer for Mu...	2023-10-22	Code
84	SOMAD	97.9	No	Anomaly Detection via Self-organizing Map	2021-07-21	Code
85	PaDiM	97.9	No	PaDiM: a Patch Distribution Modeling Framework f...	2020-11-17	Code
86	MuSc (zero-shot)	97.8	Yes	MuSc: Zero-Shot Industrial Anomaly Classificatio...	2024-01-30	Code
87	EdgRec	97.8	No	Reconstruction from edge image combined with col...	2022-10-26	Code
88	AnomalyDINO-S (4-shot)	97.7	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
89	FYD	97.7	No	Focus Your Distribution: Coarse-to-Fine Non-Cont...	2021-10-09	-
90	NSA+SSMCTB	97.7	No	Self-Supervised Masked Convolutional Transformer...	2022-09-25	Code
91	ISSTAD	97.6	Yes	ISSTAD: Incremental Self-Supervised Learning Bas...	2023-03-30	Code
92	PFM	97.5	Yes	-	-	Code
93	NSA	97.2	Yes	Natural Synthetic Anomalies for Self-Supervised ...	2021-09-30	Code
94	OminAL	97.2	No	-	-	-
95	DiAD	97.2	No	DiAD: A Diffusion-based Framework for Multi-clas...	2023-12-11	Code
96	AnomalyDINO-S (2-shot)	96.9	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
97	AnomalyDINO-S (1-shot)	96.6	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
98	Gaussian-AD+DFS	96.6	No	-	-	Code
99	UniAD	96.5	No	A Unified Model for Multi-class Anomaly Detection	2022-06-08	Code
100	DualModel	96.2	No	-	-	-
101	CutPaste+SSPCAB	96.1	No	Self-Supervised Predictive Convolutional Attenti...	2021-11-17	Code
102	CutPaste (ensemble)	96.1	No	CutPaste: Self-Supervised Learning for Anomaly D...	2021-04-08	Code
103	AnoSeg	96	No	AnoSeg: Anomaly Segmentation Network Using Self-...	2021-10-07	-
104	DRA	95.9	Yes	Catching Both Gray and Black Swans: Open-set Sup...	2022-03-28	Code
105	SCL-VI	95.81	No	SCL-VI: Self-supervised Context Learning for Vis...	2023-11-11	Code
106	Gaussian-AD	95.8	No	Modeling the Distribution of Normal Data in Pre-...	2020-05-28	Code
107	STPM	95.5	No	Student-Teacher Feature Pyramid Matching for Ano...	2021-03-07	Code
108	PatchCore(16shot)	95.4	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
109	PaDiM-WR50-Rd550	95.3	No	PaDiM: a Patch Distribution Modeling Framework f...	2020-11-17	Code
110	WinCLIP+ (4-shot)	95.2	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
111	CutPaste (Image level detector)	95.2	No	CutPaste: Self-Supervised Learning for Anomaly D...	2021-04-08	Code
112	RFS Energy	95.1	Yes	Anomaly Detection of Defect using Energy of Poin...	2021-08-27	Code
113	InTra	95	Yes	Inpainting Transformer for Anomaly Detection	2021-04-28	Code
114	DifferNet	94.9	Yes	Same Same But DifferNet: Semi-Supervised Defect ...	2020-08-28	Code
115	DevNet	94.5	Yes	Explainable Deep Few-shot Anomaly Detection with...	2021-08-01	Code
116	WinCLIP+ (2-shot)	94.4	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
117	EAR	94.2	No	Excision And Recovery: Visual Defect Obfuscation...	2023-10-06	-
118	FLOS	93.9	Yes	Explainable Deep Few-shot Anomaly Detection with...	2021-08-01	Code
119	DFR	93.8	No	DFR: Deep Feature Reconstruction for Unsupervise...	2020-12-13	Code
120	IGD (pre-trained SSL)	93.4	No	Deep One-Class Classification via Interpolated G...	2021-01-25	Code
121	IGD	93.4	No	Deep One-Class Classification via Interpolated G...	2021-01-25	Code
122	WinCLIP+ (1-shot)	93.1	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
123	GCPF	93.1	No	-	-	Code
124	PEDENet	92.8	No	PEDENet: Image Anomaly Localization via Patch Em...	2021-10-29	-
125	RegAD (16 shot)	92.7	No	Registration based Few-Shot Anomaly Detection	2022-07-15	Code
126	IGD (pre-trained ImageNet)	92.6	No	Deep One-Class Classification via Interpolated G...	2021-01-25	Code
127	Patch-SVDD	92.1	Yes	Patch SVDD: Patch-level SVDD for Anomaly Detecti...	2020-06-29	Code
128	WinCLIP (0-shot)	91.8	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
129	RIAD	91.7	No	-	-	Code
130	AnomalyCLIP	91.5	No	AnomalyCLIP: Object-agnostic Prompt Learning for...	2023-10-29	Code
131	RegAD (8 shot)	91.2	No	Registration based Few-Shot Anomaly Detection	2022-07-15	Code
132	UTAD	90	No	Unsupervised Two-Stage Anomaly Detection	2021-03-22	-
133	VAE-GAN	90	No	Can I trust my anomaly detection system? A case ...	2024-07-29	Code
134	AdaCLIP	89.2	No	AdaCLIP: Adapting CLIP with Hybrid Learnable Pro...	2024-07-22	Code
135	RFS Energy (16 shot)	89.02	No	Anomaly Detection of Defect using Energy of Poin...	2021-08-27	Code
136	RegAD (4 shot)	88.2	No	Registration based Few-Shot Anomaly Detection	2022-07-15	Code
137	MOCCA	87.5	No	MOCCA: Multi-Layer One-Class ClassificAtion for ...	2020-12-09	Code
138	Mean-Shifted Contrastive Loss	87.2	No	Mean-Shifted Contrastive Loss for Anomaly Detect...	2021-06-07	Code
139	DisAug CLR	86.5	No	Learning and Evaluating Representations for Deep...	2020-11-04	Code
140	RotNet (MLP Head)	86.3	No	Learning and Evaluating Representations for Deep...	2020-11-04	Code
141	APRIL-GAN（zero-shot）	86.1	No	APRIL-GAN: A Zero-/Few-Shot Anomaly Classificati...	2023-05-27	Code
142	ACR (zero-shot)	85.8	No	Zero-Shot Anomaly Detection via Batch Normalizat...	2023-02-15	Code
143	RFS Energy (1 shot)	85.61	No	Anomaly Detection of Defect using Energy of Poin...	2021-08-27	Code
144	SPADE	85.5	No	Sub-Image Anomaly Detection with Deep Pyramid Co...	2020-05-05	Code