Anomaly Detection on VisA

Metric: Segmentation AUPRO (higher is better)

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#	Model↕	Segmentation AUPRO▼	Augmentations	Paper	Date↕	Code
1	DiffusionAD	96	No	DiffusionAD: Norm-guided One-step Denoising Diff...	2023-03-15	Code
2	Dinomaly ViT-L (model-unified multi-class)	94.8	No	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
3	INP-Former ViT-B (model-unified multi-class)	94.4	No	Exploring Intrinsic Normal Prototypes within a S...	2025-03-04	Code
4	GLAD	94.3	No	GLAD: Towards Better Reconstruction with Global ...	2024-06-11	Code
5	UniNet	93.9	No	-	-	Code
6	PBAS	93.3	No	Progressive Boundary Guided Anomaly Synthesis fo...	2024-12-23	Code
7	MuSc (zero-shot)	92.7	No	MuSc: Zero-Shot Industrial Anomaly Classificatio...	2024-01-30	Code
8	ReContrast	92.6	No	-	-	-
9	VCP-CLIP	90.7	Yes	VCP-CLIP: A visual context prompting model for z...	2024-07-17	Code
10	WinCLIP+ (4-shot)	87.6	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
11	SuperSimpleNet	87.4	No	SuperSimpleNet: Unifying Unsupervised and Superv...	2024-08-06	Code
12	AnomalyCLIP	87	Yes	AnomalyCLIP: Object-agnostic Prompt Learning for...	2023-10-29	Code
13	APRIL-GAN	86.8	Yes	APRIL-GAN: A Zero-/Few-Shot Anomaly Classificati...	2023-05-27	Code
14	WinCLIP+ (2-shot)	86.2	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
15	WinCLIP+ (1-shot)	85.1	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code
16	WinCLIP (0-shot)	56.8	No	WinCLIP: Zero-/Few-Shot Anomaly Classification a...	2023-03-26	Code