Anomaly Detection on MPDD

Metric: Detection AUROC (higher is better)

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#	Model↕	Detection AUROC▼	Augmentations	Paper	Date↕	Code
1	GLASS	99.6	No	A Unified Anomaly Synthesis Strategy with Gradie...	2024-07-12	Code
2	CRAS	98.8	No	Center-aware Residual Anomaly Synthesis for Mult...	2025-05-23	Code
3	DMDD	98.1	No	Dual-Modeling Decouple Distillation for Unsuperv...	2024-08-07	-
4	PBAS	97.7	No	Progressive Boundary Guided Anomaly Synthesis fo...	2024-12-23	Code
5	GLAD	97.5	No	GLAD: Towards Better Reconstruction with Global ...	2024-06-11	Code
6	POUTA	97.5	No	Produce Once, Utilize Twice for Anomaly Detection	2023-12-20	-
7	Dinomaly	97.2	No	Dinomaly: The Less Is More Philosophy in Multi-C...	2024-05-23	Code
8	RealNet	96.3	Yes	RealNet: A Feature Selection Network with Realis...	2024-03-09	Code
9	DiffusionAD	96.2	No	DiffusionAD: Norm-guided One-step Denoising Diff...	2023-03-15	Code
10	ULSAD	95.73	No	Revisiting Deep Feature Reconstruction for Logic...	2024-10-21	Code
11	LeMO	87.4	No	Towards Total Online Unsupervised Anomaly Detect...	2023-05-25	-
12	FastRecon	82.5	No	-	-	-
13	AdaCLIP	82.5	No	AdaCLIP: Adapting CLIP with Hybrid Learnable Pro...	2024-07-22	Code
14	PatchCore	82.12	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
15	KAnoCLIP	77.8	No	KAnoCLIP: Zero-Shot Anomaly Detection through Kn...	2025-01-07	-

#1GLASSSOTA
99.6
Detection AUROC· 2024-07-12
A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Anomaly Detection and Localization Code
#2CRAS
98.8
Detection AUROC· 2025-05-23
Center-aware Residual Anomaly Synthesis for Multi-class Industrial Anomaly Detection Code
#3DMDD
98.1
Detection AUROC· 2024-08-07
Dual-Modeling Decouple Distillation for Unsupervised Anomaly Detection
#4PBAS
97.7
Detection AUROC· 2024-12-23
Progressive Boundary Guided Anomaly Synthesis for Industrial Anomaly Detection Code
#5GLAD
97.5
Detection AUROC· 2024-06-11
GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection Code
#6POUTASOTA
97.5
Detection AUROC· 2023-12-20
Produce Once, Utilize Twice for Anomaly Detection
#7Dinomaly
97.2
Detection AUROC· 2024-05-23
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection Code
#8RealNet
96.3
Detection AUROC· Augmentations· 2024-03-09
RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection Code
#9DiffusionADSOTA
96.2
Detection AUROC· 2023-03-15
DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection Code
#10ULSAD
95.73
Detection AUROC· 2024-10-21
Revisiting Deep Feature Reconstruction for Logical and Structural Industrial Anomaly Detection Code
#11LeMO
87.4
Detection AUROC· 2023-05-25
Towards Total Online Unsupervised Anomaly Detection and Localization in Industrial Vision
#12FastRecon
82.5
Detection AUROC
No paper
#13AdaCLIP
82.5
Detection AUROC· 2024-07-22
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection Code
#14PatchCoreSOTA
82.12
Detection AUROC· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code
#15KAnoCLIP
77.8
Detection AUROC· 2025-01-07
KAnoCLIP: Zero-Shot Anomaly Detection through Knowledge-Driven Prompt Learning and Enhanced Cross-Modal Integration