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