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Previous works for PCB defect detection based on image difference and image processing techniques have already achieved promising performance.
“Scalable object detection using deep neural networks,”
Dumitru Erhan, Christian Szegedy, Alexander Toshev, and Dragomir Anguelov, · 1902
Earlier work this paper cites.
“Automatic pcb inspection algorithms,”
Madhav Moganti, Fikret Ercal, Cihan H. Dagli, and Tsunekawa Shou, · 1996
Earlier work this paper cites.
“Coarse resolution defect localization algorithm for an automated visual printed circuit board inspection,”
Z. Ibrahim, Z. Aspar, S. A. R. Al-Attas, and M. M. Mokji, · 2002
Earlier work this paper cites.
“Performance evaluation of wavelet-based pcb defect detection and localization algorithm,”
Z. Ibrahim, S. A. R. Al-Attas, Z. Aspar, and M. M. Mokji, · 2002
Earlier work this paper cites.
“Analysis of the wavelet-based image difference algorithm for pcb inspection,”
Z Ibrahim, S. A. R Al-Attas, and Z Aspar, · 2003
Earlier work this paper cites.
Wavelet-based printed circuit board inspection algorithm
Zuwairie Ibrahim and Syed Abdul Rahman Al-Attas, · 2005
Earlier work this paper cites.
“Pcb inspection using image processing and wavelet transform,”
Joaquín Santoyo, J. Carlos Pedraza, L. Felipe Mejía, and Alejandro Santoyo, · 2007
Earlier work this paper cites.
“Printed circuit board defect detection using mathematical morphology and matlab image processing tools,”
S. H Indera Putera and Z. Ibrahim, · 2010
Earlier work this paper cites.
“The pascal visual object classes (voc) challenge,”
Mark Everingham, Luc Van Gool, Christopher K. I. Williams, John Winn, and Andrew Zisserman, · 2010
Earlier work this paper cites.
“Automatic pcb defects detection and classification using matlab,”
Prachi P. Londe and S. A. Chavan, · 2014
Cited alongside, same era.
“Online inspection of printed circuit board using machine vision,”
G. Muralidharan S. Sridevi and C. Nandha kumar, · 2014
Cited alongside, same era.
“A hybrid approach for detection and classification of the defects on printed circuit board,”
Swagata Ray and Joydeep Mukherjee, · 2015
Cited alongside, same era.
“Faster r-cnn: towards real-time object detection with region proposal networks,”
Shaoqing Ren, Kaiming He, Ross Girshick, and Jian Sun, · 2015
Cited alongside, same era.
“Icdar 2015 competition on robust reading,”
Dimosthenis Karatzas, Shijian Lu, Faisal Shafait, Seiichi Uchida, Ernest Valveny, Lluis Gomezbigorda, Anguelos Nicolaou, Suman Ghosh, Andrew Bagdanov, and Masakazu Iwamura, · 2015
Cited alongside, same era.
“Very deep convolutional networks for large-scale image recognition,”
“Ssd: Single shot multibox detector,”
Wei Liu, Dragomir Anguelov, Dumitru Erhan, Christian Szegedy, Scott Reed, Cheng Yang Fu, and Alexander C. Berg, · 2016
Later among the works it cites.
“You only look once: Unified, real-time object detection,”
Joseph Redmon, Santosh Divvala, Ross Girshick, and Ali Farhadi, · 2016
Later among the works it cites.
“Dssd : Deconvolutional single shot detector,”
Cheng Yang Fu, Wei Liu, Ananth Ranga, Ambrish Tyagi, and Alexander C Berg, · 2017
Later among the works it cites.
“Focal loss for dense object detection,”
Tsung Yi Lin, Priya Goyal, Ross Girshick, Kaiming He, and Piotr Dollar, · 2017
Later among the works it cites.
“Feature pyramid networks for object detection,”
Tsung Yi Lin, Piotr Dollar, Ross Girshick, Kaiming He, Bharath Hariharan, and Serge Belongie, · 2017
Later among the works it cites.
“Pyramid scene parsing network,”
Hengshuang Zhao, Jianping Shi, Xiaojuan Qi, Xiaogang Wang, and Jiaya Jia, · 2017
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Karen Simonyan and Andrew Zisserman, · 2015
Cited alongside, same era.
“Deep residual learning for image recognition,”
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun, · 2015
Cited alongside, same era.
“Pcb defect detection and sorting using image processing techniques,”
Harshitha and Dr. Mahesh Rao, · 2016
Cited alongside, same era.
“Pcb defect detection using genetic algorithm based data mining approach,”
Vaddin Prathiba, M Nagendra, and M Hanumantappa,
Cited in the paper.
Later among the works it cites.
“Computer vision system for printed circuit board inspection,”
Flávio F. Feliciano Fabiana R. Leta and Flavius P. R. Martins, · 2018
Later among the works it cites.
“A survey on defect detection in bare pcb and assembled pcb using image processing techniques,”
D. B. Anitha and Mahesh Rao, · 2018
Later among the works it cites.