Anomaly Detection on MVTec AD

Metric: Segmentation AP (higher is better)

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#	Model↕	Segmentation AP▼	Augmentations	Paper	Date↕	Code
1	WeakREST-Block	87.6	Yes	Industrial Anomaly Detection and Localization Us...	2023-06-06	-
2	ADClick	86.4	Yes	Towards Efficient Pixel Labeling for Industrial ...	2024-07-03	-
3	CPR	86	No	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
4	WeakREST-Un	83	No	Industrial Anomaly Detection and Localization Us...	2023-06-06	-
5	ADClick	82.9	Yes	Towards Efficient Pixel Labeling for Industrial ...	2024-07-03	-
6	CPR	82.7	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
7	CPR-fast	82.3	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
8	CPR-faster	80.6	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
9	PRN	78.6	Yes	Prototypical Residual Networks for Anomaly Detec...	2022-12-05	-
10	DeSTSeg	75.8	Yes	DeSTSeg: Segmentation Guided Denoising Student-T...	2022-11-21	Code
11	TASAD	74.6	No	-	-	Code
12	AD-CLSCNFs	74.32	No	-	-	Code
13	URD	72.4	Yes	Unlocking the Potential of Reverse Distillation ...	2024-12-10	Code
14	INP-Fomer ViT-L (model-unified multi-class)	72.1	No	Exploring Intrinsic Normal Prototypes within a S...	2025-03-04	Code
15	GLAD	70.9	No	GLAD: Towards Better Reconstruction with Global ...	2024-06-11	Code
16	Dinomaly ViT-L (model-unified multi-class)	70.53	Yes	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
17	DSR	70.2	Yes	DSR -- A dual subspace re-projection network for...	2022-08-02	Code
18	DRAEM+SSPCAB	69.9	Yes	Self-Supervised Predictive Convolutional Attenti...	2021-11-17	Code
19	Dinomaly ViT-B (model-unified multi-class)	69.29	Yes	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
20	DRAEM	68.4	Yes	DRAEM -- A discriminatively trained reconstructi...	2021-08-17	Code
21	EfficientAD-S	65.9	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
22	MuSc (zero-shot)	62.7	Yes	MuSc: Zero-Shot Industrial Anomaly Classificatio...	2024-01-30	Code
23	VCP-CLIP	49.4	No	VCP-CLIP: A visual context prompting model for z...	2024-07-17	Code
24	Student–Teacher AD (Multiscale)	45.5	No	Uninformed Students: Student-Teacher Anomaly Det...	2019-11-06	Code
25	APRIL-GAN（zero-shot）	40.8	No	APRIL-GAN: A Zero-/Few-Shot Anomaly Classificati...	2023-05-27	Code
26	ACR (zero-shot)	38.9	No	Zero-Shot Anomaly Detection via Batch Normalizat...	2023-02-15	Code