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Anomaly Detection 벤치마크

Anomaly Detection on MPDD

16개 결과 · ⬇ CSV · JSON

Detection AUROC

77.8 83.25 88.7 94.15 99.6 2021-06 2026-09 PatchCore — 82.12 (2021-06-15) FastRecon — 82.5 (2023-01-01) DiffusionAD — 96.2 (2023-03-15) LeMO — 87.4 (2023-05-25) POUTA — 97.5 (2023-12-20) RealNet — 96.3 (2024-03-09) Dinomaly — 97.2 (2024-05-23) GLAD — 97.5 (2024-06-11) GLASS — 99.6 (2024-07-12) AdaCLIP — 82.5 (2024-07-22) DMDD — 98.1 (2024-08-07) ULSAD — 95.73 (2024-10-21) PBAS — 97.7 (2024-12-23) KAnoCLIP — 77.8 (2025-01-07) CRAS — 98.8 (2025-05-23) PatchCore — 82.12 (2021-06-15) FastRecon — 82.5 (2023-01-01) DiffusionAD — 96.2 (2023-03-15) POUTA — 97.5 (2023-12-20) GLASS — 99.6 (2024-07-12)
RankModel Detection AUROCSegmentation AUROCSegmentation AUPRO Extra Training Data PaperCodeYear
1 GLASS 99.699.498.2 A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Anomaly Detection and Localization cqylunlun/glass · septmars/DL 2024
2 CRAS 98.898.7 Center-aware Residual Anomaly Synthesis for Multi-class Industrial Anomaly Detection cqylunlun/CRAS 2025
3 DMDD 98.1098.9697.66 Dual-Modeling Decouple Distillation for Unsupervised Anomaly Detection 2024
4 PBAS 97.798.897.1 Progressive Boundary Guided Anomaly Synthesis for Industrial Anomaly Detection cqylunlun/pbas 2024
5 GLAD 97.598.7 GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection hyao1/glad 2024
5 POUTA 97.5 Produce Once, Utilize Twice for Anomaly Detection 2023
7 Dinomaly 97.299.1 Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection guojiajeremy/dinomaly · septmars/DL 2024
8 RealNet 96.398.2 RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection cnulab/realnet 2024
9 DiffusionAD 96.298.595.3 DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection huizhang0812/diffusionad · HuiZhang0812/DiffusionAD-Denoising-Diffusion-for-Anomaly-Detection 2023
10 ULSAD 95.7397.4592.02 Revisiting Deep Feature Reconstruction for Logical and Structural Industrial Anomaly Detection sukanyapatra1997/ulsad-2024 2024
11 LeMO 87.497.891.9 Towards Total Online Unsupervised Anomaly Detection and Localization in Industrial Vision 2023
12 FastRecon 82.597.9 FastRecon: Few-shot Industrial Anomaly Detection via Fast Feature Reconstruction 2023
12 AdaCLIP 82.596.1 AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection caoyunkang/adaclip 2024
14 PatchCore 82.1295.66 Towards Total Recall in Industrial Anomaly Detection openvinotoolkit/anomalib · amazon-science/patchcore-inspection · amazon-research/patchcore-inspection · +15 2021
15 KAnoCLIP 77.898.3 KAnoCLIP: Zero-Shot Anomaly Detection through Knowledge-Driven Prompt Learning and Enhanced Cross-Modal Integration 2025
16 ADSPR 96.8 Anomaly Detection using Score-based Perturbation Resilience Lee-JongHyeon/Anomaly-Detection-using-Score-based-Perturbation-Resilience 2023
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