Anomaly Detection on MVTec AD

Metric: Segmentation AUPRO (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide augmentations

#	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