Anomaly Detection on VisA

Metric: Segmentation AUROC (higher is better)

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#	Model↕	Segmentation AUROC▼	Augmentations	Paper	Date↕	Code
1	Dinomaly ViT-L (model-unified multi-class)	99.1	No	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
2	HETMM	99.1	No	Hard-normal Example-aware Template Mutual Matchi...	2023-03-28	Code
3	URD	99.1	Yes	Unlocking the Potential of Reverse Distillation ...	2024-12-10	Code
4	INP-Former ViT-B (model-unified multi-class)	98.9	No	Exploring Intrinsic Normal Prototypes within a S...	2025-03-04	Code
5	DiffusionAD	98.9	No	DiffusionAD: Norm-guided One-step Denoising Diff...	2023-03-15	Code
6	UniNet	98.8	No	-	-	Code
7	GLASS	98.8	No	A Unified Anomaly Synthesis Strategy with Gradie...	2024-07-12	Code
8	RealNet	98.8	Yes	RealNet: A Feature Selection Network with Realis...	2024-03-09	Code
9	AnomalyDINO-S (full-shot)	98.8	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
10	MuSc (zero-shot)	98.8	No	MuSc: Zero-Shot Industrial Anomaly Classificatio...	2024-01-30	Code
11	FAIRnoDTD	98.7	No	FAIR: Frequency-aware Image Restoration for Indu...	2023-09-13	Code
12	GLAD	98.6	No	GLAD: Towards Better Reconstruction with Global ...	2024-06-11	Code
13	PBAS	98.6	No	Progressive Boundary Guided Anomaly Synthesis fo...	2024-12-23	Code
14	CRAS	98.4	No	Center-aware Residual Anomaly Synthesis for Mult...	2025-05-23	Code
15	ReContrast	98.2	No	-	-	-
16	AnomalyDINO-S (4-shot)	98.2	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
17	AnomalyDINO-S (2-shot)	98	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
18	D3AD	97.9	No	Dynamic Addition of Noise in a Diffusion Model f...	2024-01-09	Code
19	AnomalyDINO-S (1-shot)	97.8	No	AnomalyDINO: Boosting Patch-based Few-shot Anoma...	2024-05-23	Code
20	DDAD	97.6	No	Anomaly Detection with Conditioned Denoising Dif...	2023-05-25	Code
21	VCP-CLIP	95.7	Yes	VCP-CLIP: A visual context prompting model for z...	2024-07-17	Code
22	AdaCLIP	95.5	Yes	AdaCLIP: Adapting CLIP with Hybrid Learnable Pro...	2024-07-22	Code
23	AnomalyCLIP	95.5	Yes	AnomalyCLIP: Object-agnostic Prompt Learning for...	2023-10-29	Code
24	APRIL-GAN	94.2	Yes	APRIL-GAN: A Zero-/Few-Shot Anomaly Classificati...	2023-05-27	Code