Anomaly Detection on MVTec AD

Metric: Segmentation AUROC (higher is better)

LeaderboardDataset

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#	Model↕	Segmentation AUROC▼	Augmentations	Paper	Date↕	Code
1	WeakREST-Block	99.7	Yes	Industrial Anomaly Detection and Localization Us...	2023-06-06	-
2	CPR	99.6	No	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
3	ADClick	99.6	Yes	Towards Efficient Pixel Labeling for Industrial ...	2024-07-03	-
4	GLASS	99.3	Yes	A Unified Anomaly Synthesis Strategy with Gradie...	2024-07-12	Code
5	WeakREST-Un	99.3	No	Industrial Anomaly Detection and Localization Us...	2023-06-06	-
6	ReConPatch Ensemble (+RefineNet)	99.2	No	ReConPatch : Contrastive Patch Representation Le...	2023-05-26	Code
7	ADClick	99.2	Yes	Towards Efficient Pixel Labeling for Industrial ...	2024-07-03	-
8	CPR	99.2	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
9	CPR-fast	99.2	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
10	BGAD	99.2	Yes	Explicit Boundary Guided Semi-Push-Pull Contrast...	2022-07-04	Code
11	PNI Ensemble	99.06	No	PNI : Industrial Anomaly Detection using Positio...	2022-11-22	Code
12	HETMM	99	No	Hard-normal Example-aware Template Mutual Matchi...	2023-03-28	Code
13	RealNet	99	No	RealNet: A Feature Selection Network with Realis...	2024-03-09	Code
14	CPR-faster	99	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
15	URD	99	Yes	Unlocking the Potential of Reverse Distillation ...	2024-12-10	Code
16	PRN	99	Yes	Prototypical Residual Networks for Anomaly Detec...	2022-12-05	-
17	PNI	98.98	No	PNI : Industrial Anomaly Detection using Positio...	2022-11-22	Code
18	MemSeg	98.84	Yes	MemSeg: A semi-supervised method for image surfa...	2022-05-02	Code
19	FastFlow+AltUB	98.83	No	AltUB: Alternating Training Method to Update Bas...	2022-10-26	-
20	UniNet	98.81	No	-	-	Code
21	MSFlow	98.8	No	MSFlow: Multi-Scale Flow-based Framework for Uns...	2023-08-29	Code
22	POUTA	98.8	Yes	Produce Once, Utilize Twice for Anomaly Detection	2023-12-20	-
23	N-pad	98.75	No	N-pad : Neighboring Pixel-based Industrial Anoma...	2022-10-17	-
24	AD-CLSCNFs	98.74	No	-	-	Code
25	CDO	98.7	No	Collaborative Discrepancy Optimization for Relia...	2023-02-17	Code
26	ReConPatch Ensemble	98.67	No	ReConPatch : Contrastive Patch Representation Le...	2023-05-26	Code
27	ReConPatch WRN-50 (+RefineNet)	98.62	No	ReConPatch : Contrastive Patch Representation Le...	2023-05-26	Code
28	CFLOW-AD	98.62	No	CFLOW-AD: Real-Time Unsupervised Anomaly Detecti...	2021-07-27	Code
29	PBAS	98.6	No	Progressive Boundary Guided Anomaly Synthesis fo...	2024-12-23	Code
30	INP-Fomer ViT-L (model-unified multi-class)	98.6	No	Exploring Intrinsic Normal Prototypes within a S...	2025-03-04	Code
31	GLAD	98.6	No	GLAD: Towards Better Reconstruction with Global ...	2024-06-11	Code
32	INP-Former-Large	98.6	No	Exploring Intrinsic Normal Prototypes within a S...	2025-03-04	Code
33	Dinomaly ViT-L (model-unified multi-class)	98.54	Yes	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
34	ReConPatch WRN-101	98.53	No	ReConPatch : Contrastive Patch Representation Le...	2023-05-26	Code
35	Fastflow	98.5	No	FastFlow: Unsupervised Anomaly Detection and Loc...	2021-11-15	Code
36	CFLOW-AD+AltUB	98.5	No	AltUB: Alternating Training Method to Update Bas...	2022-10-26	-
37	RSTPM	98.5	No	Reconstructed Student-Teacher and Discriminative...	2022-10-14	-
38	SAM-LAD	98.5	No	SAM-LAD: Segment Anything Model Meets Zero-Shot ...	2024-06-02	-
39	Dinomaly-Large	98.5	No	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
40	INP-Former-Base	98.5	No	Exploring Intrinsic Normal Prototypes within a S...	2025-03-04	Code
41	RLR	98.5	No	Learning Unified Reference Representation for Un...	2024-03-18	Code
42	CRAS	98.4	No	Center-aware Residual Anomaly Synthesis for Mult...	2025-05-23	Code
43	ReContrast	98.4	No	-	-	-
44	PatchCore	98.4	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
45	Dinomaly-Base	98.4	No	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
46	Dinomaly ViT-B (model-unified multi-class)	98.35	Yes	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
47	PEFM	98.3	No	-	-	Code
48	OminAL	98.3	No	-	-	-
49	Reverse Distillation ++	98.25	Yes	-	-	Code
50	PatchCore Large	98.2	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
51	RememberingNormality	98.2	No	-	-	Code
52	AnomalyDINO-S (full-shot)	98.2	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
53	DMAD	98.2	No	Diversity-Measurable Anomaly Detection	2023-03-09	Code
54	CFA	98.2	No	CFA: Coupled-hypersphere-based Feature Adaptatio...	2022-06-09	Code
55	THFR	98.2	No	-	-	-
56	FAIR	98.2	Yes	FAIR: Frequency-aware Image Restoration for Indu...	2023-09-13	Code
57	TASAD	98.2	No	-	-	Code
58	FYD	98.2	No	Focus Your Distribution: Coarse-to-Fine Non-Cont...	2021-10-09	-
59	Semi-orthogonal	98.2	No	Semi-orthogonal Embedding for Efficient Unsuperv...	2021-05-31	Code
60	ReConPatch WRN-50	98.18	Yes	ReConPatch : Contrastive Patch Representation Le...	2023-05-26	Code
61	DDAD	98.1	Yes	Anomaly Detection with Conditioned Denoising Dif...	2023-05-25	Code
62	SimpleNet	98.1	No	SimpleNet: A Simple Network for Image Anomaly De...	2023-03-27	Code
63	MSPBA	98.1	No	-	-	-
64	PNPT	98.1	No	Prior Normality Prompt Transformer for Multi-cla...	2024-06-17	-
65	FAPM	98	Yes	FAPM: Fast Adaptive Patch Memory for Real-time I...	2022-11-14	Code
66	CRAS	98	No	Center-aware Residual Anomaly Synthesis for Mult...	2025-05-23	Code
67	DeSTSeg	97.9	Yes	DeSTSeg: Segmentation Guided Denoising Student-T...	2022-11-21	Code
68	HGAD	97.9	No	Hierarchical Gaussian Mixture Normalizing Flow M...	2024-03-20	Code
69	IKD	97.81	No	-	-	Code
70	Reverse Distillation	97.8	No	Anomaly Detection via Reverse Distillation from ...	2022-01-26	Code
71	SOMAD	97.8	No	Anomaly Detection via Self-organizing Map	2021-07-21	Code
72	EdgRec	97.7	No	Reconstruction from edge image combined with col...	2022-10-26	Code
73	MambaAD	97.7	No	MambaAD: Exploring State Space Models for Multi-...	2024-04-09	Code
74	ProbabilisticPatchCore	97.6	No	A Probabilistic Transformation of Distance-Based...	2023-05-16	Code
75	PaDiM-WR50-Rd550	97.5	No	PaDiM: a Patch Distribution Modeling Framework f...	2020-11-17	Code
76	GRAD	97.3	No	Generating and Reweighting Dense Contrastive Pat...	2023-12-26	-
77	DRAEM	97.3	Yes	DRAEM -- A discriminatively trained reconstructi...	2021-08-17	Code
78	MuSc (zero-shot)	97.3	Yes	MuSc: Zero-Shot Industrial Anomaly Classificatio...	2024-01-30	Code
79	PFM	97.3	Yes	-	-	Code
80	HVQ-Trans	97.3	No	Hierarchical Vector Quantized Transformer for Mu...	2023-10-22	Code
81	DRAEM+SSPCAB	97.2	Yes	Self-Supervised Predictive Convolutional Attenti...	2021-11-17	Code
82	DRAEM+SSMCTB	97.2	Yes	Self-Supervised Masked Convolutional Transformer...	2022-09-25	Code
83	MMR	97.2	No	Industrial Anomaly Detection with Domain Shift: ...	2023-04-05	Code
84	AnomalyDINO-S (4-shot)	97.2	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
85	PyramidFlow (Res18)	97.1	No	PyramidFlow: High-Resolution Defect Contrastive ...	2023-03-05	-
86	AnomalyDINO-S (2-shot)	97	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
87	AnoSeg	97	No	AnoSeg: Anomaly Segmentation Network Using Self-...	2021-10-07	-
88	STPM	97	No	Student-Teacher Feature Pyramid Matching for Ano...	2021-03-07	Code
89	GRD-Net (Partial)	96.88	No	-	-	-
90	GCPF	96.86	No	-	-	Code
91	AnomalyDINO-S (1-shot)	96.8	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
92	DiAD	96.8	No	DiAD: A Diffusion-based Framework for Multi-clas...	2023-12-11	Code
93	UniAD	96.8	No	A Unified Model for Multi-class Anomaly Detection	2022-06-08	Code
94	SCL-VI	96.76	No	SCL-VI: Self-supervised Context Learning for Vis...	2023-11-11	Code
95	NSA+SSMCTB	96.7	No	Self-Supervised Masked Convolutional Transformer...	2022-09-25	Code
96	RegAD (8 shot)	96.7	No	Registration based Few-Shot Anomaly Detection	2022-07-15	Code
97	PaDiM-R18-Rd100	96.7	No	PaDiM: a Patch Distribution Modeling Framework f...	2020-11-17	Code
98	InTra	96.6	Yes	Inpainting Transformer for Anomaly Detection	2021-04-28	Code
99	RegAD (16 shot)	96.6	No	Registration based Few-Shot Anomaly Detection	2022-07-15	Code
100	SPADE	96.5	No	Sub-Image Anomaly Detection with Deep Pyramid Co...	2020-05-05	Code
101	NSA	96.3	Yes	Natural Synthetic Anomalies for Self-Supervised ...	2021-09-30	Code
102	ISSTAD	96.1	Yes	ISSTAD: Incremental Self-Supervised Learning Bas...	2023-03-30	Code
103	PyramidFlow (FNF)	96	No	PyramidFlow: High-Resolution Defect Contrastive ...	2023-03-05	-
104	CutPaste (Patch level detector)	96	No	CutPaste: Self-Supervised Learning for Anomaly D...	2021-04-08	Code
105	PEDENet	95.9	No	PEDENet: Image Anomaly Localization via Patch Em...	2021-10-29	-
106	RegAD (4 shot)	95.8	No	Registration based Few-Shot Anomaly Detection	2022-07-15	Code
107	Patch-SVDD	95.7	Yes	Patch SVDD: Patch-level SVDD for Anomaly Detecti...	2020-06-29	Code
108	DFR	95.5	No	DFR: Deep Feature Reconstruction for Unsupervise...	2020-12-13	Code
109	FAVAE	95.3	No	Anomaly localization by modeling perceptual feat...	2020-08-12	Code
110	AST	95	No	Asymmetric Student-Teacher Networks for Industri...	2022-10-14	Code
111	RIAD	94.2	No	-	-	Code
112	FCDD (semi-supervised)	94	No	Explainable Deep One-Class Classification	2020-07-03	Code
113	IGD (pre-trained SSL)	93	No	Deep One-Class Classification via Interpolated G...	2021-01-25	Code
114	RotNet (MLP Head)	93	No	Learning and Evaluating Representations for Deep...	2020-11-04	Code
115	CAVGA-R (weakly-supervised)	93	Yes	Attention Guided Anomaly Localization in Images	2019-11-19	-
116	ACR (zero-shot)	92.5	No	Zero-Shot Anomaly Detection via Batch Normalizat...	2023-02-15	Code
117	VCP-CLIP	92	No	VCP-CLIP: A visual context prompting model for z...	2024-07-17	Code
118	CAVGA-D (weakly-supervised)	92	Yes	Attention Guided Anomaly Localization in Images	2019-11-19	-
119	DevNet	91.8	Yes	Explainable Deep Few-shot Anomaly Detection with...	2021-08-01	Code
120	AnomalyCLIP	91.1	No	AnomalyCLIP: Object-agnostic Prompt Learning for...	2023-10-29	Code
121	IGD (pre-trained ImageNet)	91	No	Deep One-Class Classification via Interpolated G...	2021-01-25	Code
122	DisAug CLR	90.4	No	Learning and Evaluating Representations for Deep...	2020-11-04	Code
123	VAE-grad	89.2	No	Iterative energy-based projection on a normal da...	2020-02-10	Code
124	CAVGA-R (unsupervised)	89	No	Attention Guided Anomaly Localization in Images	2019-11-19	-
125	AdaCLIP	88.7	No	AdaCLIP: Adapting CLIP with Hybrid Learnable Pro...	2024-07-22	Code
126	CutPaste (Image level detector)	88.3	No	CutPaste: Self-Supervised Learning for Anomaly D...	2021-04-08	Code
127	FCDD (unsupervised)	88	No	Explainable Deep One-Class Classification	2020-07-03	Code
128	APRIL-GAN（zero-shot）	87.6	No	APRIL-GAN: A Zero-/Few-Shot Anomaly Classificati...	2023-05-27	Code
129	CAVGA-D (unsupervised)	85	No	Attention Guided Anomaly Localization in Images	2019-11-19	-

#1WeakREST-BlockSOTA
99.7
Segmentation AUROC· Augmentations· 2023-06-06
Industrial Anomaly Detection and Localization Using Weakly-Supervised Residual Transformers
#2CPR
99.6
Segmentation AUROC· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#3ADClick
99.6
Segmentation AUROC· Augmentations· 2024-07-03
Towards Efficient Pixel Labeling for Industrial Anomaly Detection and Localization
#4GLASS
99.3
Segmentation AUROC· Augmentations· 2024-07-12
A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Anomaly Detection and Localization Code
#5WeakREST-Un
99.3
Segmentation AUROC· 2023-06-06
Industrial Anomaly Detection and Localization Using Weakly-Supervised Residual Transformers
#6ReConPatch Ensemble (+RefineNet)
99.2
Segmentation AUROC· 2023-05-26
ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection Code
#7ADClick
99.2
Segmentation AUROC· Augmentations· 2024-07-03
Towards Efficient Pixel Labeling for Industrial Anomaly Detection and Localization
#8CPR
99.2
Segmentation AUROC· Augmentations· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#9CPR-fast
99.2
Segmentation AUROC· Augmentations· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#10BGADSOTA
99.2
Segmentation AUROC· Augmentations· 2022-07-04
Explicit Boundary Guided Semi-Push-Pull Contrastive Learning for Supervised Anomaly Detection Code
#11PNI Ensemble
99.06
Segmentation AUROC· 2022-11-22
PNI : Industrial Anomaly Detection using Position and Neighborhood Information Code
#12HETMM
99
Segmentation AUROC· 2023-03-28
Hard-normal Example-aware Template Mutual Matching for Industrial Anomaly Detection Code
#13RealNet
99
Segmentation AUROC· 2024-03-09
RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection Code
#14CPR-faster
99
Segmentation AUROC· Augmentations· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#15URD
99
Segmentation AUROC· Augmentations· 2024-12-10
Unlocking the Potential of Reverse Distillation for Anomaly Detection Code
#16PRN
99
Segmentation AUROC· Augmentations· 2022-12-05
Prototypical Residual Networks for Anomaly Detection and Localization
#17PNI
98.98
Segmentation AUROC· 2022-11-22
PNI : Industrial Anomaly Detection using Position and Neighborhood Information Code
#18MemSegSOTA
98.84
Segmentation AUROC· Augmentations· 2022-05-02
MemSeg: A semi-supervised method for image surface defect detection using differences and commonalities Code
#19FastFlow+AltUB
98.83
Segmentation AUROC· 2022-10-26
AltUB: Alternating Training Method to Update Base Distribution of Normalizing Flow for Anomaly Detection
#20UniNet
98.81
Segmentation AUROC
No paperCode
#21MSFlow
98.8
Segmentation AUROC· 2023-08-29
MSFlow: Multi-Scale Flow-based Framework for Unsupervised Anomaly Detection Code
#22POUTA
98.8
Segmentation AUROC· Augmentations· 2023-12-20
Produce Once, Utilize Twice for Anomaly Detection
#23N-pad
98.75
Segmentation AUROC· 2022-10-17
N-pad : Neighboring Pixel-based Industrial Anomaly Detection
#24AD-CLSCNFs
98.74
Segmentation AUROC
No paperCode
#25CDO
98.7
Segmentation AUROC· 2023-02-17
Collaborative Discrepancy Optimization for Reliable Image Anomaly Localization Code
#26ReConPatch Ensemble
98.67
Segmentation AUROC· 2023-05-26
ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection Code
#27ReConPatch WRN-50 (+RefineNet)
98.62
Segmentation AUROC· 2023-05-26
ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection Code
#28CFLOW-ADSOTA
98.62
Segmentation AUROC· 2021-07-27
CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows Code
#29PBAS
98.6
Segmentation AUROC· 2024-12-23
Progressive Boundary Guided Anomaly Synthesis for Industrial Anomaly Detection Code
#30INP-Fomer ViT-L (model-unified multi-class)
98.6
Segmentation AUROC· 2025-03-04
Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection Code
#31GLAD
98.6
Segmentation AUROC· 2024-06-11
GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection Code
#32INP-Former-Large
98.6
Segmentation AUROC· 2025-03-04
Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection Code
#33Dinomaly ViT-L (model-unified multi-class)
98.54
Segmentation AUROC· Augmentations· 2024-05-23
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection Code
#34ReConPatch WRN-101
98.53
Segmentation AUROC· 2023-05-26
ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection Code
#35Fastflow
98.5
Segmentation AUROC· 2021-11-15
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows Code
#36CFLOW-AD+AltUB
98.5
Segmentation AUROC· 2022-10-26
AltUB: Alternating Training Method to Update Base Distribution of Normalizing Flow for Anomaly Detection
#37RSTPM
98.5
Segmentation AUROC· 2022-10-14
Reconstructed Student-Teacher and Discriminative Networks for Anomaly Detection
#38SAM-LAD
98.5
Segmentation AUROC· 2024-06-02
SAM-LAD: Segment Anything Model Meets Zero-Shot Logic Anomaly Detection
#39Dinomaly-Large
98.5
Segmentation AUROC· 2024-05-23
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection Code
#40INP-Former-Base
98.5
Segmentation AUROC· 2025-03-04
Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection Code
#41RLR
98.5
Segmentation AUROC· 2024-03-18
Learning Unified Reference Representation for Unsupervised Multi-class Anomaly Detection Code
#42CRAS
98.4
Segmentation AUROC· 2025-05-23
Center-aware Residual Anomaly Synthesis for Multi-class Industrial Anomaly Detection Code
#43ReContrast
98.4
Segmentation AUROC
No paper
#44PatchCoreSOTA
98.4
Segmentation AUROC· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code
#45Dinomaly-Base
98.4
Segmentation AUROC· 2024-05-23
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection Code
#46Dinomaly ViT-B (model-unified multi-class)
98.35
Segmentation AUROC· Augmentations· 2024-05-23
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection Code
#47PEFM
98.3
Segmentation AUROC
No paperCode
#48OminAL
98.3
Segmentation AUROC
No paper
#49Reverse Distillation ++
98.25
Segmentation AUROC· Augmentations
No paperCode
#50PatchCore Large
98.2
Segmentation AUROC· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code
#51RememberingNormality
98.2
Segmentation AUROC
No paperCode
#52AnomalyDINO-S (full-shot)
98.2
Segmentation AUROC· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#53DMAD
98.2
Segmentation AUROC· 2023-03-09
Diversity-Measurable Anomaly Detection Code
#54CFA
98.2
Segmentation AUROC· 2022-06-09
CFA: Coupled-hypersphere-based Feature Adaptation for Target-Oriented Anomaly Localization Code
#55THFR
98.2
Segmentation AUROC
No paper
#56FAIR
98.2
Segmentation AUROC· Augmentations· 2023-09-13
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly Detection Code
#57TASAD
98.2
Segmentation AUROC
No paperCode
#58FYD
98.2
Segmentation AUROC· 2021-10-09
Focus Your Distribution: Coarse-to-Fine Non-Contrastive Learning for Anomaly Detection and Localization
#59Semi-orthogonalSOTA
98.2
Segmentation AUROC· 2021-05-31
Semi-orthogonal Embedding for Efficient Unsupervised Anomaly Segmentation Code
#60ReConPatch WRN-50
98.18
Segmentation AUROC· Augmentations· 2023-05-26
ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection Code
#61DDAD
98.1
Segmentation AUROC· Augmentations· 2023-05-25
Anomaly Detection with Conditioned Denoising Diffusion Models Code
#62SimpleNet
98.1
Segmentation AUROC· 2023-03-27
SimpleNet: A Simple Network for Image Anomaly Detection and Localization Code
#63MSPBA
98.1
Segmentation AUROC
No paper
#64PNPT
98.1
Segmentation AUROC· 2024-06-17
Prior Normality Prompt Transformer for Multi-class Industrial Image Anomaly Detection
#65FAPM
98
Segmentation AUROC· Augmentations· 2022-11-14
FAPM: Fast Adaptive Patch Memory for Real-time Industrial Anomaly Detection Code
#66CRAS
98
Segmentation AUROC· 2025-05-23
Center-aware Residual Anomaly Synthesis for Multi-class Industrial Anomaly Detection Code
#67DeSTSeg
97.9
Segmentation AUROC· Augmentations· 2022-11-21
DeSTSeg: Segmentation Guided Denoising Student-Teacher for Anomaly Detection Code
#68HGAD
97.9
Segmentation AUROC· 2024-03-20
Hierarchical Gaussian Mixture Normalizing Flow Modeling for Unified Anomaly Detection Code
#69IKD
97.81
Segmentation AUROC
No paperCode
#70Reverse Distillation
97.8
Segmentation AUROC· 2022-01-26
Anomaly Detection via Reverse Distillation from One-Class Embedding Code
#71SOMAD
97.8
Segmentation AUROC· 2021-07-21
Anomaly Detection via Self-organizing Map Code
#72EdgRec
97.7
Segmentation AUROC· 2022-10-26
Reconstruction from edge image combined with color and gradient difference for industrial surface anomaly detection Code
#73MambaAD
97.7
Segmentation AUROC· 2024-04-09
MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection Code
#74ProbabilisticPatchCore
97.6
Segmentation AUROC· 2023-05-16
A Probabilistic Transformation of Distance-Based Outliers Code
#75PaDiM-WR50-Rd550SOTA
97.5
Segmentation AUROC· 2020-11-17
PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization Code
#76GRAD
97.3
Segmentation AUROC· 2023-12-26
Generating and Reweighting Dense Contrastive Patterns for Unsupervised Anomaly Detection
#77DRAEM
97.3
Segmentation AUROC· Augmentations· 2021-08-17
DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection Code
#78MuSc (zero-shot)
97.3
Segmentation AUROC· Augmentations· 2024-01-30
MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images Code
#79PFM
97.3
Segmentation AUROC· Augmentations
No paperCode
#80HVQ-Trans
97.3
Segmentation AUROC· 2023-10-22
Hierarchical Vector Quantized Transformer for Multi-class Unsupervised Anomaly Detection Code
#81DRAEM+SSPCAB
97.2
Segmentation AUROC· Augmentations· 2021-11-17
Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection Code
#82DRAEM+SSMCTB
97.2
Segmentation AUROC· Augmentations· 2022-09-25
Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection Code
#83MMR
97.2
Segmentation AUROC· 2023-04-05
Industrial Anomaly Detection with Domain Shift: A Real-world Dataset and Masked Multi-scale Reconstruction Code
#84AnomalyDINO-S (4-shot)
97.2
Segmentation AUROC· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#85PyramidFlow (Res18)
97.1
Segmentation AUROC· 2023-03-05
PyramidFlow: High-Resolution Defect Contrastive Localization using Pyramid Normalizing Flow
#86AnomalyDINO-S (2-shot)
97
Segmentation AUROC· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#87AnoSeg
97
Segmentation AUROC· 2021-10-07
AnoSeg: Anomaly Segmentation Network Using Self-Supervised Learning
#88STPM
97
Segmentation AUROC· 2021-03-07
Student-Teacher Feature Pyramid Matching for Anomaly Detection Code
#89GRD-Net (Partial)
96.88
Segmentation AUROC
No paper
#90GCPF
96.86
Segmentation AUROC
No paperCode
#91AnomalyDINO-S (1-shot)
96.8
Segmentation AUROC· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#92DiAD
96.8
Segmentation AUROC· 2023-12-11
DiAD: A Diffusion-based Framework for Multi-class Anomaly Detection Code
#93UniAD
96.8
Segmentation AUROC· 2022-06-08
A Unified Model for Multi-class Anomaly Detection Code
#94SCL-VI
96.76
Segmentation AUROC· 2023-11-11
SCL-VI: Self-supervised Context Learning for Visual Inspection of Industrial Defects Code
#95NSA+SSMCTB
96.7
Segmentation AUROC· 2022-09-25
Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection Code
#96RegAD (8 shot)
96.7
Segmentation AUROC· 2022-07-15
Registration based Few-Shot Anomaly Detection Code
#97PaDiM-R18-Rd100
96.7
Segmentation AUROC· 2020-11-17
PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization Code
#98InTra
96.6
Segmentation AUROC· Augmentations· 2021-04-28
Inpainting Transformer for Anomaly Detection Code
#99RegAD (16 shot)
96.6
Segmentation AUROC· 2022-07-15
Registration based Few-Shot Anomaly Detection Code
#100SPADESOTA
96.5
Segmentation AUROC· 2020-05-05
Sub-Image Anomaly Detection with Deep Pyramid Correspondences Code
#101NSA
96.3
Segmentation AUROC· Augmentations· 2021-09-30
Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and Localization Code
#102ISSTAD
96.1
Segmentation AUROC· Augmentations· 2023-03-30
ISSTAD: Incremental Self-Supervised Learning Based on Transformer for Anomaly Detection and Localization Code
#103PyramidFlow (FNF)
96
Segmentation AUROC· 2023-03-05
PyramidFlow: High-Resolution Defect Contrastive Localization using Pyramid Normalizing Flow
#104CutPaste (Patch level detector)
96
Segmentation AUROC· 2021-04-08
CutPaste: Self-Supervised Learning for Anomaly Detection and Localization Code
#105PEDENet
95.9
Segmentation AUROC· 2021-10-29
PEDENet: Image Anomaly Localization via Patch Embedding and Density Estimation
#106RegAD (4 shot)
95.8
Segmentation AUROC· 2022-07-15
Registration based Few-Shot Anomaly Detection Code
#107Patch-SVDD
95.7
Segmentation AUROC· Augmentations· 2020-06-29
Patch SVDD: Patch-level SVDD for Anomaly Detection and Segmentation Code
#108DFR
95.5
Segmentation AUROC· 2020-12-13
DFR: Deep Feature Reconstruction for Unsupervised Anomaly Segmentation Code
#109FAVAE
95.3
Segmentation AUROC· 2020-08-12
Anomaly localization by modeling perceptual features Code
#110AST
95
Segmentation AUROC· 2022-10-14
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection Code
#111RIAD
94.2
Segmentation AUROC
No paperCode
#112FCDD (semi-supervised)
94
Segmentation AUROC· 2020-07-03
Explainable Deep One-Class Classification Code
#113IGD (pre-trained SSL)
93
Segmentation AUROC· 2021-01-25
Deep One-Class Classification via Interpolated Gaussian Descriptor Code
#114RotNet (MLP Head)
93
Segmentation AUROC· 2020-11-04
Learning and Evaluating Representations for Deep One-class Classification Code
#115CAVGA-R (weakly-supervised)SOTA
93
Segmentation AUROC· Augmentations· 2019-11-19
Attention Guided Anomaly Localization in Images
#116ACR (zero-shot)
92.5
Segmentation AUROC· 2023-02-15
Zero-Shot Anomaly Detection via Batch Normalization Code
#117VCP-CLIP
92
Segmentation AUROC· 2024-07-17
VCP-CLIP: A visual context prompting model for zero-shot anomaly segmentation Code
#118CAVGA-D (weakly-supervised)
92
Segmentation AUROC· Augmentations· 2019-11-19
Attention Guided Anomaly Localization in Images
#119DevNet
91.8
Segmentation AUROC· Augmentations· 2021-08-01
Explainable Deep Few-shot Anomaly Detection with Deviation Networks Code
#120AnomalyCLIP
91.1
Segmentation AUROC· 2023-10-29
AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection Code
#121IGD (pre-trained ImageNet)
91
Segmentation AUROC· 2021-01-25
Deep One-Class Classification via Interpolated Gaussian Descriptor Code
#122DisAug CLR
90.4
Segmentation AUROC· 2020-11-04
Learning and Evaluating Representations for Deep One-class Classification Code
#123VAE-grad
89.2
Segmentation AUROC· 2020-02-10
Iterative energy-based projection on a normal data manifold for anomaly localization Code
#124CAVGA-R (unsupervised)
89
Segmentation AUROC· 2019-11-19
Attention Guided Anomaly Localization in Images
#125AdaCLIP
88.7
Segmentation AUROC· 2024-07-22
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection Code
#126CutPaste (Image level detector)
88.3
Segmentation AUROC· 2021-04-08
CutPaste: Self-Supervised Learning for Anomaly Detection and Localization Code
#127FCDD (unsupervised)
88
Segmentation AUROC· 2020-07-03
Explainable Deep One-Class Classification Code
#128APRIL-GAN（zero-shot）
87.6
Segmentation AUROC· 2023-05-27
APRIL-GAN: A Zero-/Few-Shot Anomaly Classification and Segmentation Method for CVPR 2023 VAND Workshop Challenge Tracks 1&2: 1st Place on Zero-shot AD and 4th Place on Few-shot AD Code
#129CAVGA-D (unsupervised)
85
Segmentation AUROC· 2019-11-19
Attention Guided Anomaly Localization in Images