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