Anomaly Detection on MPDD

Metric: Segmentation AUROC (higher is better)

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#	Model↕	Segmentation AUROC▼	Augmentations	Paper	Date↕	Code
1	GLASS	99.4	No	A Unified Anomaly Synthesis Strategy with Gradie...	2024-07-12	Code
2	Dinomaly	99.1	No	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
3	DMDD	98.96	No	Dual-Modeling Decouple Distillation for Unsuperv...	2024-08-07	-
4	PBAS	98.8	No	Progressive Boundary Guided Anomaly Synthesis fo...	2024-12-23	Code
5	CRAS	98.7	No	Center-aware Residual Anomaly Synthesis for Mult...	2025-05-23	Code
6	GLAD	98.7	No	GLAD: Towards Better Reconstruction with Global ...	2024-06-11	Code
7	DiffusionAD	98.5	No	DiffusionAD: Norm-guided One-step Denoising Diff...	2023-03-15	Code
8	KAnoCLIP	98.3	No	KAnoCLIP: Zero-Shot Anomaly Detection through Kn...	2025-01-07	-
9	RealNet	98.2	Yes	RealNet: A Feature Selection Network with Realis...	2024-03-09	Code
10	FastRecon	97.9	No	-	-	-
11	LeMO	97.8	No	Towards Total Online Unsupervised Anomaly Detect...	2023-05-25	-
12	ULSAD	97.45	No	Revisiting Deep Feature Reconstruction for Logic...	2024-10-21	Code
13	ADSPR	96.8	No	-	-	Code
14	AdaCLIP	96.1	No	AdaCLIP: Adapting CLIP with Hybrid Learnable Pro...	2024-07-22	Code
15	PatchCore	95.66	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code

#1GLASSSOTA
99.4
Segmentation AUROC· 2024-07-12
A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Anomaly Detection and Localization Code
#2DinomalySOTA
99.1
Segmentation AUROC· 2024-05-23
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection Code
#3DMDD
98.96
Segmentation AUROC· 2024-08-07
Dual-Modeling Decouple Distillation for Unsupervised Anomaly Detection
#4PBAS
98.8
Segmentation AUROC· 2024-12-23
Progressive Boundary Guided Anomaly Synthesis for Industrial Anomaly Detection Code
#5CRAS
98.7
Segmentation AUROC· 2025-05-23
Center-aware Residual Anomaly Synthesis for Multi-class Industrial Anomaly Detection Code
#6GLAD
98.7
Segmentation AUROC· 2024-06-11
GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection Code
#7DiffusionADSOTA
98.5
Segmentation AUROC· 2023-03-15
DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection Code
#8KAnoCLIP
98.3
Segmentation AUROC· 2025-01-07
KAnoCLIP: Zero-Shot Anomaly Detection through Knowledge-Driven Prompt Learning and Enhanced Cross-Modal Integration
#9RealNet
98.2
Segmentation AUROC· Augmentations· 2024-03-09
RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection Code
#10FastRecon
97.9
Segmentation AUROC
No paper
#11LeMO
97.8
Segmentation AUROC· 2023-05-25
Towards Total Online Unsupervised Anomaly Detection and Localization in Industrial Vision
#12ULSAD
97.45
Segmentation AUROC· 2024-10-21
Revisiting Deep Feature Reconstruction for Logical and Structural Industrial Anomaly Detection Code
#13ADSPR
96.8
Segmentation AUROC
No paperCode
#14AdaCLIP
96.1
Segmentation AUROC· 2024-07-22
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection Code
#15PatchCoreSOTA
95.66
Segmentation AUROC· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code