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