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基于深度学习的表面缺陷检测方法综述 期刊论文
自动化学报, 2021, 卷号: 47, 期号: 5, 页码: 1017-1034
作者:  陶显;  侯伟;  徐德
Adobe PDF(9009Kb)  |  收藏  |  浏览/下载:280/52  |  提交时间:2021/06/21
深度学习  表面缺陷检测  机器视觉  卷积神经网络  
A Self-Supervised CNN for Particle Inspection on Optical Element 期刊论文
IEEE Transactions on Instrumentation and Measurement, 2021, 卷号: 70, 期号: 1, 页码: 1-12
作者:  Hou W(侯伟);  Tao X(陶显);  Xu D(徐德)
Adobe PDF(2721Kb)  |  收藏  |  浏览/下载:240/57  |  提交时间:2021/06/21
Inspection  Feature reuse  optical element  particle inspection  self-supervised learning  transfer learning  
Combining Prior Knowledge With CNN for Weak Scratch Inspection of Optical Components 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2021, 卷号: 70, 期号: 1, 页码: 11
作者:  Hou, Wei;  Tao, Xian;  Xu, De
Adobe PDF(6798Kb)  |  收藏  |  浏览/下载:359/127  |  提交时间:2021/03/08
Convolutional neural network (CNN)  direction-sensitive convolution (DSC)  local maximum index (LMI)  optical component  weak scratch inspection  
Surface Defects Detection Based on Adaptive Multiscale Image Collection and Convolutional Neural Networks 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2019, 卷号: 68, 期号: 12, 页码: 4787-4797
作者:  Sun, Jia;  Wang, Peng;  Luo, Yong-Kang;  Li, Wanyi
浏览  |  Adobe PDF(4530Kb)  |  收藏  |  浏览/下载:248/78  |  提交时间:2020/03/30
Inspection  Surface treatment  Training  Metals  Task analysis  Instruments  Visualization  Adaptive multiscale image collection (AMIC)  convolutional neural networks (CNNs)  image classification  surface inspection  
A Robust Detection Method of Control Points for Calibration and Measurement With Defocused Images 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2017, 卷号: 66, 期号: 10, 页码: 2725-2735
作者:  Ding, Wendong;  Liu, Xilong;  Xu, De;  Zhang, Dapeng;  Zhang, Zhengtao
Adobe PDF(2118Kb)  |  收藏  |  浏览/下载:481/112  |  提交时间:2018/01/04
Camera Calibration  Control Point Detection  Defocused Image  Point Spread Function  Vision Measurement  
A Novel and Effective Surface Flaw Inspection Instrument for Large-Aperture Optical Elements 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2015, 卷号: 64, 期号: 9, 页码: 2530-2540
作者:  Tao, Xian;  Zhang, Zhengtao;  Zhang, Feng;  Xu, De
Adobe PDF(591Kb)  |  收藏  |  浏览/下载:517/139  |  提交时间:2015/09/23
Bright-field Imaging System (Bfis)  Dark-field Imaging System (Dfis)  Flaw Inspection  Image Processing  Large-aperture Optical Element  Measurement  Path Planning  
Bearing defect inspection based on machine vision 期刊论文
MEASUREMENT, 2012, 卷号: 45, 期号: 4, 页码: 719-733
作者:  Shen, Hao;  Li, Shuxiao;  Gu, Duoyu;  Chang, Hongxing
Adobe PDF(2772Kb)  |  收藏  |  浏览/下载:686/313  |  提交时间:2015/08/12
Machine Vision  Bearings  Flaw Detection  Visual System  Defect Inspection  
Measurement and Defect Detection of the Weld Bead Based on Online Vision Inspection 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2010, 卷号: 59, 期号: 7, 页码: 1841-1849
作者:  Li, Yuan;  Li, You Fu;  Wang, Qing Lin;  Xu, De;  Tan, Min
收藏  |  浏览/下载:230/0  |  提交时间:2015/08/12
Flaw Detection  Inspection  Machine Vision  Visual System  Welding