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Dual-Branch Learning With Prior Information for Surface Anomaly Detection 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2023, 卷号: 72, 页码: 11
Authors:  Wang, Shuyuan;  Lv, Chengkan;  Zhang, Zhengtao;  Wei, Xueyan
Favorite  |  View/Download:39/0  |  Submit date:2023/11/16
Image reconstruction  Decoding  Anomaly detection  Training data  Feature extraction  Surface reconstruction  Training  anomaly escape  defect detection  dual-branch (DB) autoencoder (AE)  gated attention (GA)  overkill  
Mask-Guided Generation Method for Industrial Defect Images with Non-uniform Structures 期刊论文
MACHINES, 2022, 卷号: 10, 期号: 12, 页码: 17
Authors:  Wei, Jing;  Zhang, Zhengtao;  Shen, Fei;  Lv, Chengkan
Favorite  |  View/Download:67/0  |  Submit date:2023/03/20
industrial manufacturing  deep learning  data augmentation  defect generation  defect detection  
图像异常检测研究现状综述 期刊论文
自动化学报, 2022, 卷号: 48, 期号: 6, 页码: 1402-1428
Authors:  吕承侃;  沈飞;  张正涛;  张峰
Adobe PDF(4391Kb)  |  Favorite  |  View/Download:300/82  |  Submit date:2022/06/14
图像异常检测  计算机视觉  深度学习  神经网络  背景重构  
面向工业外观质检的图像异常区域定位方法研究 学位论文
, 中国科学院自动化研究所: 中国科学院自动化研究所, 2022
Authors:  吕承侃
Adobe PDF(6825Kb)  |  Favorite  |  View/Download:281/10  |  Submit date:2022/06/13
工业外观质检  深度学习  图像异常检测  纹理背景  图像重构  距离度量  
A Novel Pixel-Wise Defect Inspection Method Based on Stable Background Reconstruction 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2021, 卷号: 70, 页码: 13
Authors:  Lv, Chengkan;  Shen, Fei;  Zhang, Zhengtao;  Xu, De;  He, Yonghao
Adobe PDF(4910Kb)  |  Favorite  |  View/Download:190/52  |  Submit date:2021/11/03
Anomaly detection  autoencoder  background reconstruction  defect inspection  
A Fast Surface Defect Detection Method Based on Background Reconstruction 期刊论文
INTERNATIONAL JOURNAL OF PRECISION ENGINEERING AND MANUFACTURING, 2019, 卷号: 21, 期号: 3, 页码: 363-375
Authors:  Lv, Chengkan;  Zhang, Zhengtao;  Shen, Fei;  Zhang, Feng;  Su, Hu
Adobe PDF(2471Kb)  |  Favorite  |  View/Download:248/32  |  Submit date:2020/03/30
Defect detection  Unsupervised learning  Background reconstruction