Anomaly Detection on VisA

Metric: Detection AUROC (higher is better)

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#	Model↕	Detection AUROC▼	Augmentations	Paper	Date↕	Code
1	UniNet	99.8	No	-	-	Code
2	GLAD	99.5	No	GLAD: Towards Better Reconstruction with Global ...	2024-06-11	Code
3	UniNet(model-unified multi-class)	99.15	No	-	-	Code
4	Dinomaly ViT-L (model-unified multi-class)	98.9	No	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
5	INP-Former ViT-B (model-unified multi-class)	98.9	No	Exploring Intrinsic Normal Prototypes within a S...	2025-03-04	Code
6	DDAD	98.9	No	Anomaly Detection with Conditioned Denoising Dif...	2023-05-25	Code
7	DiffusionAD	98.8	No	DiffusionAD: Norm-guided One-step Denoising Diff...	2023-03-15	Code
8	GLASS	98.8	No	A Unified Anomaly Synthesis Strategy with Gradie...	2024-07-12	Code
9	TransFusion	98.7	No	TransFusion -- A Transparency-Based Diffusion Mo...	2023-11-16	Code
10	EfficientAD-M	98.1	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
11	HETMM	98.1	No	Hard-normal Example-aware Template Mutual Matchi...	2023-03-28	Code
12	RealNet	97.8	Yes	RealNet: A Feature Selection Network with Realis...	2024-03-09	Code
13	PBAS	97.7	No	Progressive Boundary Guided Anomaly Synthesis fo...	2024-12-23	Code
14	AnomalyDINO-S (full-shot)	97.6	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
15	EfficientAD-S	97.5	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
16	ReContrast	97.5	No	-	-	-
17	FAIRnoDTD	97.1	No	FAIR: Frequency-aware Image Restoration for Indu...	2023-09-13	Code
18	CRAS	97	No	Center-aware Residual Anomaly Synthesis for Mult...	2025-05-23	Code
19	URD	96.5	Yes	Unlocking the Potential of Reverse Distillation ...	2024-12-10	Code
20	D3AD	96	No	Dynamic Addition of Noise in a Diffusion Model f...	2024-01-09	Code
21	AST	94.9	No	Asymmetric Student-Teacher Networks for Industri...	2022-10-14	Code
22	EdgRec	94.2	No	Reconstruction from edge image combined with col...	2022-10-26	Code
23	SuperSimpleNet	93.4	No	SuperSimpleNet: Unifying Unsupervised and Superv...	2024-08-06	Code
24	Student-Teacher	93.2	No	Uninformed Students: Student-Teacher Anomaly Det...	2019-11-06	Code
25	MuSc (zero-shot)	92.8	No	MuSc: Zero-Shot Industrial Anomaly Classificatio...	2024-01-30	Code
26	AnomalyDINO-S (4-shot)	92.6	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
27	CFA	92	No	CFA: Coupled-hypersphere-based Feature Adaptatio...	2022-06-09	Code
28	CFLOW	91.5	No	CFLOW-AD: Real-Time Unsupervised Anomaly Detecti...	2021-07-27	Code
29	AnomalyDINO-S (2-shot)	89.7	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
30	GCAD	89.1	No	-	-	-
31	SPD	87.8	No	SPot-the-Difference Self-Supervised Pre-training...	2022-07-28	Code
32	AnomalyDINO-S (1-shot)	87.4	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
33	WinCLIP+ (4-shot)	87.3	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
34	AdaCLIP	85.8	Yes	AdaCLIP: Adapting CLIP with Hybrid Learnable Pro...	2024-07-22	Code
35	WinCLIP+ (2-shot)	84.6	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
36	WinCLIP+ (1-shot)	83.8	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
37	STPM	83.3	No	Student-Teacher Feature Pyramid Matching for Ano...	2021-03-07	Code
38	SPADE	82.1	No	Sub-Image Anomaly Detection with Deep Pyramid Co...	2020-05-05	Code
39	AnomalyCLIP	82.1	Yes	AnomalyCLIP: Object-agnostic Prompt Learning for...	2023-10-29	Code
40	AnoDDPM	78.2	No	-	-	Code
41	WinCLIP (0-shot)	78.1	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
42	APRIL-GAN	78	Yes	APRIL-GAN: A Zero-/Few-Shot Anomaly Classificati...	2023-05-27	Code
43	APRIL-GAN	78	Yes	APRIL-GAN: A Zero-/Few-Shot Anomaly Classificati...	2023-05-27	Code

#1UniNet
99.8
Detection AUROC
No paperCode
#2GLADSOTA
99.5
Detection AUROC· 2024-06-11
GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection Code
#3UniNet(model-unified multi-class)
99.15
Detection AUROC
No paperCode
#4Dinomaly ViT-L (model-unified multi-class)
98.9
Detection AUROC· 2024-05-23
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection Code
#5INP-Former ViT-B (model-unified multi-class)
98.9
Detection AUROC· 2025-03-04
Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection Code
#6DDADSOTA
98.9
Detection AUROC· 2023-05-25
Anomaly Detection with Conditioned Denoising Diffusion Models Code
#7DiffusionADSOTA
98.8
Detection AUROC· 2023-03-15
DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection Code
#8GLASS
98.8
Detection AUROC· 2024-07-12
A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Anomaly Detection and Localization Code
#9TransFusion
98.7
Detection AUROC· 2023-11-16
TransFusion -- A Transparency-Based Diffusion Model for Anomaly Detection Code
#10EfficientAD-M
98.1
Detection AUROC· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#11HETMM
98.1
Detection AUROC· 2023-03-28
Hard-normal Example-aware Template Mutual Matching for Industrial Anomaly Detection Code
#12RealNet
97.8
Detection AUROC· Augmentations· 2024-03-09
RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection Code
#13PBAS
97.7
Detection AUROC· 2024-12-23
Progressive Boundary Guided Anomaly Synthesis for Industrial Anomaly Detection Code
#14AnomalyDINO-S (full-shot)
97.6
Detection AUROC· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#15EfficientAD-S
97.5
Detection AUROC· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#16ReContrast
97.5
Detection AUROC
No paper
#17FAIRnoDTD
97.1
Detection AUROC· 2023-09-13
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly Detection Code
#18CRAS
97
Detection AUROC· 2025-05-23
Center-aware Residual Anomaly Synthesis for Multi-class Industrial Anomaly Detection Code
#19URD
96.5
Detection AUROC· Augmentations· 2024-12-10
Unlocking the Potential of Reverse Distillation for Anomaly Detection Code
#20D3AD
96
Detection AUROC· 2024-01-09
Dynamic Addition of Noise in a Diffusion Model for Anomaly Detection Code
#21ASTSOTA
94.9
Detection AUROC· 2022-10-14
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection Code
#22EdgRec
94.2
Detection AUROC· 2022-10-26
Reconstruction from edge image combined with color and gradient difference for industrial surface anomaly detection Code
#23SuperSimpleNet
93.4
Detection AUROC· 2024-08-06
SuperSimpleNet: Unifying Unsupervised and Supervised Learning for Fast and Reliable Surface Defect Detection Code
#24Student-TeacherSOTA
93.2
Detection AUROC· 2019-11-06
Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings Code
#25MuSc (zero-shot)
92.8
Detection AUROC· 2024-01-30
MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images Code
#26AnomalyDINO-S (4-shot)
92.6
Detection AUROC· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#27CFA
92
Detection AUROC· 2022-06-09
CFA: Coupled-hypersphere-based Feature Adaptation for Target-Oriented Anomaly Localization Code
#28CFLOW
91.5
Detection AUROC· 2021-07-27
CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows Code
#29AnomalyDINO-S (2-shot)
89.7
Detection AUROC· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#30GCAD
89.1
Detection AUROC
No paper
#31SPD
87.8
Detection AUROC· 2022-07-28
SPot-the-Difference Self-Supervised Pre-training for Anomaly Detection and Segmentation Code
#32AnomalyDINO-S (1-shot)
87.4
Detection AUROC· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#33WinCLIP+ (4-shot)
87.3
Detection AUROC· 2023-03-26
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Code
#34AdaCLIP
85.8
Detection AUROC· Augmentations· 2024-07-22
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection Code
#35WinCLIP+ (2-shot)
84.6
Detection AUROC· 2023-03-26
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Code
#36WinCLIP+ (1-shot)
83.8
Detection AUROC· 2023-03-26
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Code
#37STPM
83.3
Detection AUROC· 2021-03-07
Student-Teacher Feature Pyramid Matching for Anomaly Detection Code
#38SPADE
82.1
Detection AUROC· 2020-05-05
Sub-Image Anomaly Detection with Deep Pyramid Correspondences Code
#39AnomalyCLIP
82.1
Detection AUROC· Augmentations· 2023-10-29
AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection Code
#40AnoDDPM
78.2
Detection AUROC
No paperCode
#41WinCLIP (0-shot)
78.1
Detection AUROC· 2023-03-26
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Code
#42APRIL-GAN
78
Detection AUROC· Augmentations· 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
#43APRIL-GAN
78
Detection AUROC· Augmentations· 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