One class based feature learning approach for defect detection using deep autoencoders
作者： Abdul Mujeeb , Wenting Dai , Marius Erdt , Alexei Sourin
DOI: 10.1016/J.AEI.2019.100933
关键词:
摘要: … We propose such unsupervised algorithm in this paper where defect detection relies on the … Background … We have chosen binary cross-entropy for reconstruction loss function, which …
sci-hub.se 参考文章(28)
Musa Mohd. Mokji, Shahdan Sudin, Syed Abdul Rahman Syed Abu Bakar, Zuwairie Ibrahim, Ismail Ibrahim, Mohamad Shukri Zainal Abidin, An algorithm for classification of five types of defects on bare printed circuit board ,(2008)
Noor Khafifah Khalid, Zuwairie Ibrahim, Mohamad Shukri Zainal Abidin, AN ALGORITHM TO GROUP DEFECTS ON PRINTED CIRCUIT BOARD FOR AUTOMATED VISUAL INSPECTION UK Simulation Society. ,(2008)
Miguel Angel Garcia, Domènec Puig, Pixel Classification by Divergence-Based Integration of Multiple Texture Methods and Its Application to Fabric Defect Detection joint pattern recognition symposium. pp. 132- 139 ,(2003) , 10.1007/978-3-540-45243-0_18
Jonathan Masci, Ueli Meier, Dan Ciresan, Jurgen Schmidhuber, Gabriel Fricout, Steel defect classification with Max-Pooling Convolutional Neural Networks international joint conference on neural network. pp. 1- 6 ,(2012) , 10.1109/IJCNN.2012.6252468
Olli Silv�n, Matti Niskanen, Hannu Kauppinen, Wood inspection with non-supervised clustering machine vision applications. ,vol. 13, pp. 275- 285 ,(2003) , 10.1007/S00138-002-0084-Z
S.H Indera Putera, Z. Ibrahim, Printed circuit board defect detection using mathematical morphology and MATLAB image processing tools international conference on education technology and computer. ,vol. 5, ,(2010) , 10.1109/ICETC.2010.5530052
A. Bodnarova, M. Bennamoun, S. Latham, Optimal Gabor filters for textile flaw detection Pattern Recognition. ,vol. 35, pp. 2973- 2991 ,(2002) , 10.1016/S0031-3203(02)00017-1
Xiaolong Bai, Yuming Fang, Weisi Lin, Lipo Wang, Bing-Feng Ju, Saliency-Based Defect Detection in Industrial Images by Using Phase Spectrum IEEE Transactions on Industrial Informatics. ,vol. 10, pp. 2135- 2145 ,(2014) , 10.1109/TII.2014.2359416
Alexandru Telea, None, An Image Inpainting Technique Based on the Fast Marching Method Journal of Graphics Tools. ,vol. 9, pp. 23- 34 ,(2004) , 10.1080/10867651.2004.10487596
Fabian Timm, Erhardt Barth, Non-parametric texture defect detection using Weibull features machine vision applications. ,vol. 7877, ,(2011) , 10.1117/12.872463