Anomaly Detection on VisA

Metric: Segmentation AUPRO (until 30% FPR) (higher is better)

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#	Model↕	Segmentation AUPRO (until 30% FPR)▼	Augmentations	Paper	Date↕	Code
1	AnomalyDINO-S (full-shot)	96.1	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
2	DiffusionAD	96	No	DiffusionAD: Norm-guided One-step Denoising Diff...	2023-03-15	Code
3	URD	95.1	Yes	Unlocking the Potential of Reverse Distillation ...	2024-12-10	Code
4	Dinomaly ViT-L (model-unified multi-class)	94.8	No	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
5	TransFusion	94.7	No	TransFusion -- A Transparency-Based Diffusion Mo...	2023-11-16	Code
6	INP-Former ViT-B (model-unified multi-class)	94.4	No	Exploring Intrinsic Normal Prototypes within a S...	2025-03-04	Code
7	GLAD	94.3	No	GLAD: Towards Better Reconstruction with Global ...	2024-06-11	Code
8	D3AD	94.1	No	Dynamic Addition of Noise in a Diffusion Model f...	2024-01-09	Code
9	AnomalyDINO-S (4-shot)	94.1	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
10	EfficientAD-M	94	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
11	UniNet	93.9	No	-	-	Code
12	AnomalyDINO-S (2-shot)	93.4	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
13	EfficientAD-S	93.1	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
14	GLASS	92.8	No	A Unified Anomaly Synthesis Strategy with Gradie...	2024-07-12	Code
15	DDAD	92.7	No	Anomaly Detection with Conditioned Denoising Dif...	2023-05-25	Code
16	MuSc (zero-shot)	92.7	No	MuSc: Zero-Shot Industrial Anomaly Classificatio...	2024-01-30	Code
17	AnomalyDINO-S (1-shot)	92.5	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
18	FAIRnoDTD	91.2	No	FAIR: Frequency-aware Image Restoration for Indu...	2023-09-13	Code
19	EdgRec	90.7	No	Reconstruction from edge image combined with col...	2022-10-26	Code
20	WinCLIP+ (4-shot)	87.6	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
21	SuperSimpleNet	87.4	No	SuperSimpleNet: Unifying Unsupervised and Superv...	2024-08-06	Code
22	WinCLIP+ (2-shot)	86.2	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
23	PaDiM	85.9	No	PaDiM: a Patch Distribution Modeling Framework f...	2020-11-17	Code
24	WinCLIP+ (1-shot)	85.1	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
25	GCAD	83.7	No	-	-	-
26	AST	81.5	No	Asymmetric Student-Teacher Networks for Industri...	2022-10-14	Code
27	DRAEM	73.1	No	DRAEM -- A discriminatively trained reconstructi...	2021-08-17	Code
28	Reverse Distillation	70.9	No	Anomaly Detection via Reverse Distillation from ...	2022-01-26	Code
29	DSR	68.1	No	DSR -- A dual subspace re-projection network for...	2022-08-02	Code
30	FAVAE	67.9	No	Anomaly localization by modeling perceptual feat...	2020-08-12	Code
31	SPADE	65.9	No	Sub-Image Anomaly Detection with Deep Pyramid Co...	2020-05-05	Code
32	STPM	62	No	Student-Teacher Feature Pyramid Matching for Ano...	2021-03-07	Code
33	AnoDDPM	60.5	No	-	-	Code
34	FastFlow	59.8	No	FastFlow: Unsupervised Anomaly Detection and Loc...	2021-11-15	Code
35	WinCLIP (0-shot)	56.8	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
36	CFA	55.1	No	CFA: Coupled-hypersphere-based Feature Adaptatio...	2022-06-09	Code

#1AnomalyDINO-S (full-shot)SOTA
96.1
Segmentation AUPRO (until 30% FPR)· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#2DiffusionADSOTA
96
Segmentation AUPRO (until 30% FPR)· 2023-03-15
DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection Code
#3URD
95.1
Segmentation AUPRO (until 30% FPR)· Augmentations· 2024-12-10
Unlocking the Potential of Reverse Distillation for Anomaly Detection Code
#4Dinomaly ViT-L (model-unified multi-class)
94.8
Segmentation AUPRO (until 30% FPR)· 2024-05-23
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection Code
#5TransFusion
94.7
Segmentation AUPRO (until 30% FPR)· 2023-11-16
TransFusion -- A Transparency-Based Diffusion Model for Anomaly Detection Code
#6INP-Former ViT-B (model-unified multi-class)
94.4
Segmentation AUPRO (until 30% FPR)· 2025-03-04
Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection Code
#7GLAD
94.3
Segmentation AUPRO (until 30% FPR)· 2024-06-11
GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection Code
#8D3AD
94.1
Segmentation AUPRO (until 30% FPR)· 2024-01-09
Dynamic Addition of Noise in a Diffusion Model for Anomaly Detection Code
#9AnomalyDINO-S (4-shot)
94.1
Segmentation AUPRO (until 30% FPR)· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#10EfficientAD-M
94
Segmentation AUPRO (until 30% FPR)· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#11UniNet
93.9
Segmentation AUPRO (until 30% FPR)
No paperCode
#12AnomalyDINO-S (2-shot)
93.4
Segmentation AUPRO (until 30% FPR)· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#13EfficientAD-S
93.1
Segmentation AUPRO (until 30% FPR)· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#14GLASS
92.8
Segmentation AUPRO (until 30% FPR)· 2024-07-12
A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Anomaly Detection and Localization Code
#15DDAD
92.7
Segmentation AUPRO (until 30% FPR)· 2023-05-25
Anomaly Detection with Conditioned Denoising Diffusion Models Code
#16MuSc (zero-shot)
92.7
Segmentation AUPRO (until 30% FPR)· 2024-01-30
MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images Code
#17AnomalyDINO-S (1-shot)
92.5
Segmentation AUPRO (until 30% FPR)· 2024-05-23
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Code
#18FAIRnoDTD
91.2
Segmentation AUPRO (until 30% FPR)· 2023-09-13
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly Detection Code
#19EdgRecSOTA
90.7
Segmentation AUPRO (until 30% FPR)· 2022-10-26
Reconstruction from edge image combined with color and gradient difference for industrial surface anomaly detection Code
#20WinCLIP+ (4-shot)
87.6
Segmentation AUPRO (until 30% FPR)· 2023-03-26
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Code
#21SuperSimpleNet
87.4
Segmentation AUPRO (until 30% FPR)· 2024-08-06
SuperSimpleNet: Unifying Unsupervised and Supervised Learning for Fast and Reliable Surface Defect Detection Code
#22WinCLIP+ (2-shot)
86.2
Segmentation AUPRO (until 30% FPR)· 2023-03-26
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Code
#23PaDiMSOTA
85.9
Segmentation AUPRO (until 30% FPR)· 2020-11-17
PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization Code
#24WinCLIP+ (1-shot)
85.1
Segmentation AUPRO (until 30% FPR)· 2023-03-26
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Code
#25GCAD
83.7
Segmentation AUPRO (until 30% FPR)
No paper
#26AST
81.5
Segmentation AUPRO (until 30% FPR)· 2022-10-14
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection Code
#27DRAEM
73.1
Segmentation AUPRO (until 30% FPR)· 2021-08-17
DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection Code
#28Reverse Distillation
70.9
Segmentation AUPRO (until 30% FPR)· 2022-01-26
Anomaly Detection via Reverse Distillation from One-Class Embedding Code
#29DSR
68.1
Segmentation AUPRO (until 30% FPR)· 2022-08-02
DSR -- A dual subspace re-projection network for surface anomaly detection Code
#30FAVAESOTA
67.9
Segmentation AUPRO (until 30% FPR)· 2020-08-12
Anomaly localization by modeling perceptual features Code
#31SPADESOTA
65.9
Segmentation AUPRO (until 30% FPR)· 2020-05-05
Sub-Image Anomaly Detection with Deep Pyramid Correspondences Code
#32STPM
62
Segmentation AUPRO (until 30% FPR)· 2021-03-07
Student-Teacher Feature Pyramid Matching for Anomaly Detection Code
#33AnoDDPM
60.5
Segmentation AUPRO (until 30% FPR)
No paperCode
#34FastFlow
59.8
Segmentation AUPRO (until 30% FPR)· 2021-11-15
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows Code
#35WinCLIP (0-shot)
56.8
Segmentation AUPRO (until 30% FPR)· 2023-03-26
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Code
#36CFA
55.1
Segmentation AUPRO (until 30% FPR)· 2022-06-09
CFA: Coupled-hypersphere-based Feature Adaptation for Target-Oriented Anomaly Localization Code