ML Research Wiki / Benchmarks / Anomaly Detection / MPDD

MPDD

Anomaly Detection Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: Detection AUROC

Top Performing Models

Rank Model Paper Detection AUROC Date Code
1 GLASS A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Anomaly Detection and Localization 99.60 2024-07-12 📦 cqylunlun/glass 📦 septmars/DL
2 CRAS Center-aware Residual Anomaly Synthesis for Multi-class Industrial Anomaly Detection 98.80 2025-05-23 📦 cqylunlun/CRAS
3 DMDD Dual-Modeling Decouple Distillation for Unsupervised Anomaly Detection 98.10 2024-08-07 -
4 PBAS Progressive Boundary Guided Anomaly Synthesis for Industrial Anomaly Detection 97.70 2024-12-23 📦 cqylunlun/pbas
5 GLAD GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection 97.50 2024-06-11 📦 hyao1/glad
6 POUTA Produce Once, Utilize Twice for Anomaly Detection 97.50 2023-12-20 -
7 Dinomaly Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection 97.20 2024-05-23 📦 guojiajeremy/dinomaly 📦 septmars/DL
8 RealNet 📚 RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection 96.30 2024-03-09 📦 cnulab/realnet
9 DiffusionAD DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection 96.20 2023-03-15 📦 huizhang0812/diffusionad 📦 HuiZhang0812/DiffusionAD-Denoising-Diffusion-for-Anomaly-Detection
10 ULSAD Revisiting Deep Feature Reconstruction for Logical and Structural Industrial Anomaly Detection 95.73 2024-10-21 📦 sukanyapatra1997/ulsad-2024

All Papers (14)

cqylunlun/glass septmars/DL
cqylunlun/CRAS
cqylunlun/pbas
hyao1/glad
guojiajeremy/dinomaly septmars/DL
cnulab/realnet
huizhang0812/diffusionad HuiZhang0812/DiffusionAD-Denoising-Diffusion-for-Anomaly-Detection
sukanyapatra1997/ulsad-2024
caoyunkang/adaclip
openvinotoolkit/anomalib amazon-science/patchcore-inspection