Anomaly Detection on MVTec AD

Metric: Segmentation AUPRO (higher is better)

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#	Model↕	Segmentation AUPRO▼	Augmentations	Paper	Date↕	Code
1	WeakREST-Block	98.4	Yes	Industrial Anomaly Detection and Localization Us...	2023-06-06	-
2	CPR	98.3	No	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
3	ADClick	98.2	Yes	Towards Efficient Pixel Labeling for Industrial ...	2024-07-03	-
4	CRAD	97.9	No	Continuous Memory Representation for Anomaly Det...	2024-02-28	Code
5	ADClick	97.8	Yes	Towards Efficient Pixel Labeling for Industrial ...	2024-07-03	-
6	CPR	97.8	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
7	CPR-fast	97.7	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
8	WeakREST-Un	97.6	No	Industrial Anomaly Detection and Localization Us...	2023-06-06	-
9	PBAS	97.3	No	Progressive Boundary Guided Anomaly Synthesis fo...	2024-12-23	Code
10	CPR-faster	97.3	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
11	MSFlow	97.1	No	MSFlow: Multi-Scale Flow-based Framework for Uns...	2023-08-29	Code
12	GLASS	96.8	Yes	A Unified Anomaly Synthesis Strategy with Gradie...	2024-07-12	Code
13	PNI Ensemble	96.55	No	PNI : Industrial Anomaly Detection using Positio...	2022-11-22	Code
14	CDO	96.5	No	Collaborative Discrepancy Optimization for Relia...	2023-02-17	Code
15	PyramidFlow (Res18)	96.5	No	PyramidFlow: High-Resolution Defect Contrastive ...	2023-03-05	-
16	HETMM	96.4	No	Hard-normal Example-aware Template Mutual Matchi...	2023-03-28	Code
17	URD	96.3	Yes	Unlocking the Potential of Reverse Distillation ...	2024-12-10	Code
18	PRN	96.1	Yes	Prototypical Residual Networks for Anomaly Detec...	2022-12-05	-
19	PNI	96.05	No	PNI : Industrial Anomaly Detection using Positio...	2022-11-22	Code
20	AD-CLSCNFs	96.01	No	-	-	Code
21	UniNet	96	No	-	-	Code
22	INP-Fomer ViT-L (model-unified multi-class)	95.6	No	Exploring Intrinsic Normal Prototypes within a S...	2025-03-04	Code
23	PEFM	95.52	No	-	-	Code
24	MSPBA	95.5	No	-	-	-
25	TransFusion	95.3	Yes	TransFusion -- A Transparency-Based Diffusion Mo...	2023-11-16	Code
26	GLAD	95.3	No	GLAD: Towards Better Reconstruction with Global ...	2024-06-11	Code
27	ReContrast	95.2	No	-	-	-
28	N-pad	95.1	No	N-pad : Neighboring Pixel-based Industrial Anoma...	2022-10-17	-
29	RSTPM	95.1	No	Reconstructed Student-Teacher and Discriminative...	2022-10-14	-
30	Dinomaly ViT-L (model-unified multi-class)	95.09	Yes	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
31	AnomalyDINO-S (full-shot)	95	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
32	THFR	95	No	-	-	-
33	Reverse Distillation ++	94.99	Yes	-	-	Code
34	Dinomaly ViT-B (model-unified multi-class)	94.79	Yes	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
35	CFLOW-AD	94.6	No	CFLOW-AD: Real-Time Unsupervised Anomaly Detecti...	2021-07-27	Code
36	PyramidFlow (FNF)	94.5	No	PyramidFlow: High-Resolution Defect Contrastive ...	2023-03-05	-
37	FAIR	94	Yes	FAIR: Frequency-aware Image Restoration for Indu...	2023-09-13	Code
38	Reverse Distillation	93.9	No	Anomaly Detection via Reverse Distillation from ...	2022-01-26	Code
39	MuSc (zero-shot)	93.8	Yes	MuSc: Zero-Shot Industrial Anomaly Classificatio...	2024-01-30	Code
40	PatchCore Large	93.5	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
41	EfficientAD-M	93.5	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
42	AnomalyDINO-S (4-shot)	93.4	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
43	SOMAD	93.3	No	Anomaly Detection via Self-organizing Map	2021-07-21	Code
44	EfficientAD-S	93.1	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
45	AnomalyDINO-S (2-shot)	93.1	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
46	RealNet	93	No	RealNet: A Feature Selection Network with Realis...	2024-03-09	Code
47	PFM	93	Yes	-	-	Code
48	AnomalyDINO-S (1-shot)	92.7	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
49	MMR	92.6	No	Industrial Anomaly Detection with Domain Shift: ...	2023-04-05	Code
50	IKD	92.55	No	-	-	Code
51	EdgRec	92.1	No	Reconstruction from edge image combined with col...	2022-10-26	Code
52	Student–Teacher AD (Multiscale)	91.4	No	Uninformed Students: Student-Teacher Anomaly Det...	2019-11-06	Code
53	SuperSimpleNet	91.1	No	SuperSimpleNet: Unifying Unsupervised and Superv...	2024-08-06	Code
54	NSA	91	Yes	Natural Synthetic Anomalies for Self-Supervised ...	2021-09-30	Code
55	Student–Teacher AD (p=33)	90	No	Uninformed Students: Student-Teacher Anomaly Det...	2019-11-06	Code
56	WinCLIP+ (4-shot)	89	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
57	WinCLIP+ (2-shot)	88.4	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
58	VCP-CLIP	87.3	No	VCP-CLIP: A visual context prompting model for z...	2024-07-17	Code
59	WinCLIP+ (1-shot)	87.1	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
60	Student–Teacher AD (p=65)	85.7	No	Uninformed Students: Student-Teacher Anomaly Det...	2019-11-06	Code
61	AnomalyCLIP	81.4	No	AnomalyCLIP: Object-agnostic Prompt Learning for...	2023-10-29	Code
62	ACR (zero-shot)	72.7	No	Zero-Shot Anomaly Detection via Batch Normalizat...	2023-02-15	Code
63	WinCLIP (0-shot)	64.6	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
64	APRIL-GAN（zero-shot）	44	No	APRIL-GAN: A Zero-/Few-Shot Anomaly Classificati...	2023-05-27	Code

#1WeakREST-BlockSOTA
98.4
Segmentation AUPRO· Augmentations· 2023-06-06
Industrial Anomaly Detection and Localization Using Weakly-Supervised Residual Transformers
#2CPR
98.3
Segmentation AUPRO· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#3ADClick
98.2
Segmentation AUPRO· Augmentations· 2024-07-03
Towards Efficient Pixel Labeling for Industrial Anomaly Detection and Localization
#4CRAD
97.9
Segmentation AUPRO· 2024-02-28
Continuous Memory Representation for Anomaly Detection Code
#5ADClick
97.8
Segmentation AUPRO· Augmentations· 2024-07-03
Towards Efficient Pixel Labeling for Industrial Anomaly Detection and Localization
#6CPR
97.8
Segmentation AUPRO· Augmentations· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#7CPR-fast
97.7
Segmentation AUPRO· Augmentations· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#8WeakREST-Un
97.6
Segmentation AUPRO· 2023-06-06
Industrial Anomaly Detection and Localization Using Weakly-Supervised Residual Transformers
#9PBAS
97.3
Segmentation AUPRO· 2024-12-23
Progressive Boundary Guided Anomaly Synthesis for Industrial Anomaly Detection Code
#10CPR-faster
97.3
Segmentation AUPRO· Augmentations· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#11MSFlow
97.1
Segmentation AUPRO· 2023-08-29
MSFlow: Multi-Scale Flow-based Framework for Unsupervised Anomaly Detection Code
#12GLASS
96.8
Segmentation AUPRO· Augmentations· 2024-07-12
A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Anomaly Detection and Localization Code
#13PNI EnsembleSOTA
96.55
Segmentation AUPRO· 2022-11-22
PNI : Industrial Anomaly Detection using Position and Neighborhood Information Code
#14CDO
96.5
Segmentation AUPRO· 2023-02-17
Collaborative Discrepancy Optimization for Reliable Image Anomaly Localization Code
#15PyramidFlow (Res18)
96.5
Segmentation AUPRO· 2023-03-05
PyramidFlow: High-Resolution Defect Contrastive Localization using Pyramid Normalizing Flow
#16HETMM
96.4
Segmentation AUPRO· 2023-03-28
Hard-normal Example-aware Template Mutual Matching for Industrial Anomaly Detection Code
#17URD
96.3
Segmentation AUPRO· Augmentations· 2024-12-10
Unlocking the Potential of Reverse Distillation for Anomaly Detection Code
#18PRN
96.1
Segmentation AUPRO· Augmentations· 2022-12-05
Prototypical Residual Networks for Anomaly Detection and Localization
#19PNI
96.05
Segmentation AUPRO· 2022-11-22
PNI : Industrial Anomaly Detection using Position and Neighborhood Information Code
#20AD-CLSCNFs
96.01
Segmentation AUPRO
No paperCode
#21UniNet
96
Segmentation AUPRO
No paperCode
#22INP-Fomer ViT-L (model-unified multi-class)
95.6
Segmentation AUPRO· 2025-03-04
Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection Code
#23PEFM
95.52
Segmentation AUPRO
No paperCode
#24MSPBA
95.5
Segmentation AUPRO
No paper
#25TransFusion
95.3
Segmentation AUPRO· Augmentations· 2023-11-16
TransFusion -- A Transparency-Based Diffusion Model for Anomaly Detection Code
#26GLAD
95.3
Segmentation AUPRO· 2024-06-11
GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection Code
#27ReContrast
95.2
Segmentation AUPRO
No paper
#28N-pad
95.1
Segmentation AUPRO· 2022-10-17
N-pad : Neighboring Pixel-based Industrial Anomaly Detection
#29RSTPMSOTA
95.1
Segmentation AUPRO· 2022-10-14
Reconstructed Student-Teacher and Discriminative Networks for Anomaly Detection
#30Dinomaly ViT-L (model-unified multi-class)
95.09
Segmentation AUPRO· Augmentations· 2024-05-23
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection Code
#31AnomalyDINO-S (full-shot)
95
Segmentation AUPRO· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#32THFR
95
Segmentation AUPRO
No paper
#33Reverse Distillation ++
94.99
Segmentation AUPRO· Augmentations
No paperCode
#34Dinomaly ViT-B (model-unified multi-class)
94.79
Segmentation AUPRO· Augmentations· 2024-05-23
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection Code
#35CFLOW-ADSOTA
94.6
Segmentation AUPRO· 2021-07-27
CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows Code
#36PyramidFlow (FNF)
94.5
Segmentation AUPRO· 2023-03-05
PyramidFlow: High-Resolution Defect Contrastive Localization using Pyramid Normalizing Flow
#37FAIR
94
Segmentation AUPRO· Augmentations· 2023-09-13
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly Detection Code
#38Reverse Distillation
93.9
Segmentation AUPRO· 2022-01-26
Anomaly Detection via Reverse Distillation from One-Class Embedding Code
#39MuSc (zero-shot)
93.8
Segmentation AUPRO· Augmentations· 2024-01-30
MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images Code
#40PatchCore LargeSOTA
93.5
Segmentation AUPRO· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code
#41EfficientAD-M
93.5
Segmentation AUPRO· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#42AnomalyDINO-S (4-shot)
93.4
Segmentation AUPRO· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#43SOMAD
93.3
Segmentation AUPRO· 2021-07-21
Anomaly Detection via Self-organizing Map Code
#44EfficientAD-S
93.1
Segmentation AUPRO· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#45AnomalyDINO-S (2-shot)
93.1
Segmentation AUPRO· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#46RealNet
93
Segmentation AUPRO· 2024-03-09
RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection Code
#47PFM
93
Segmentation AUPRO· Augmentations
No paperCode
#48AnomalyDINO-S (1-shot)
92.7
Segmentation AUPRO· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#49MMR
92.6
Segmentation AUPRO· 2023-04-05
Industrial Anomaly Detection with Domain Shift: A Real-world Dataset and Masked Multi-scale Reconstruction Code
#50IKD
92.55
Segmentation AUPRO
No paperCode
#51EdgRec
92.1
Segmentation AUPRO· 2022-10-26
Reconstruction from edge image combined with color and gradient difference for industrial surface anomaly detection Code
#52Student–Teacher AD (Multiscale)SOTA
91.4
Segmentation AUPRO· 2019-11-06
Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings Code
#53SuperSimpleNet
91.1
Segmentation AUPRO· 2024-08-06
SuperSimpleNet: Unifying Unsupervised and Supervised Learning for Fast and Reliable Surface Defect Detection Code
#54NSA
91
Segmentation AUPRO· Augmentations· 2021-09-30
Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and Localization Code
#55Student–Teacher AD (p=33)
90
Segmentation AUPRO· 2019-11-06
Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings Code
#56WinCLIP+ (4-shot)
89
Segmentation AUPRO· 2023-03-26
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Code
#57WinCLIP+ (2-shot)
88.4
Segmentation AUPRO· 2023-03-26
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Code
#58VCP-CLIP
87.3
Segmentation AUPRO· 2024-07-17
VCP-CLIP: A visual context prompting model for zero-shot anomaly segmentation Code
#59WinCLIP+ (1-shot)
87.1
Segmentation AUPRO· 2023-03-26
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Code
#60Student–Teacher AD (p=65)
85.7
Segmentation AUPRO· 2019-11-06
Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings Code
#61AnomalyCLIP
81.4
Segmentation AUPRO· 2023-10-29
AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection Code
#62ACR (zero-shot)
72.7
Segmentation AUPRO· 2023-02-15
Zero-Shot Anomaly Detection via Batch Normalization Code
#63WinCLIP (0-shot)
64.6
Segmentation AUPRO· 2023-03-26
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Code
#64APRIL-GAN（zero-shot）
44
Segmentation AUPRO· 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