Filter Size Optimization on a Convolutional Neural Network Using FGSA
作者： Yutzil Poma , Patricia Melin , Claudia I. González , Gabriela E. Martínez
DOI: 10.1007/978-3-030-35445-9_29
关键词:
摘要: This paper presents an approach to optimize the filter size of a convolutional neural network using fuzzy gravitational search algorithm (FGSA). The FGSA method has been applied in others works traditional networks achieving good results; for this reason, is used parameters network. optimization recognition and classification human faces images. presented model can be any image classification, CROPPED YALE database.
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sci-hub.st 参考文章(22)
Gabriela E. Martínez, Patricia Melin, Olivia D. Mendoza, Oscar Castillo, Face Recognition with a Sobel Edge Detector and the Choquet Integral as Integration Method in a Modular Neural Networks Design of Intelligent Systems Based on Fuzzy Logic, Neural Networks and Nature-Inspired Optimization. pp. 59- 70 ,(2015) , 10.1007/978-3-319-17747-2_5
Kumar Chellapilla, Sidd Puri, Patrice Simard, High Performance Convolutional Neural Networks for Document Processing international conference on frontiers in handwriting recognition. ,(2006)
Fabian Nasse, Christian Thurau, Gernot A. Fink, Face Detection Using GPU-Based Convolutional Neural Networks Computer Analysis of Images and Patterns. ,vol. 5702, pp. 83- 90 ,(2009) , 10.1007/978-3-642-03767-2_10
Andrew Y. Ng, Adam Coates, David J. Wu, Tao Wang, End-to-end text recognition with convolutional neural networks international conference on pattern recognition. pp. 3304- 3308 ,(2012)
Bernard F. Schutz, Gravity from the ground up ,(2003)
Om Prakash Verma, Rishabh Sharma, Newtonian Gravitational Edge Detection Using Gravitational Search Algorithm 2012 International Conference on Communication Systems and Network Technologies. pp. 184- 188 ,(2012) , 10.1109/CSNT.2012.48
Alberto Sombra, Fevrier Valdez, Patricia Melin, Oscar Castillo, A new gravitational search algorithm using fuzzy logic to parameter adaptation 2013 IEEE Congress on Evolutionary Computation. pp. 1068- 1074 ,(2013) , 10.1109/CEC.2013.6557685
Esmat Rashedi, Hossein Nezamabadi-pour, Saeid Saryazdi, GSA: A Gravitational Search Algorithm Information Sciences. ,vol. 179, pp. 2232- 2248 ,(2009) , 10.1016/J.INS.2009.03.004
Samira Ebrahimi Kanou, Raul Chandias Ferrari, Mehdi Mirza, Sébastien Jean, Pierre-Luc Carrier, Yann Dauphin, Nicolas Boulanger-Lewandowski, Abhishek Aggarwal, Jeremie Zumer, Pascal Lamblin, Jean-Philippe Raymond, Christopher Pal, Guillaume Desjardins, Razvan Pascanu, David Warde-Farley, Atousa Torabi, Arjun Sharma, Emmanuel Bengio, Kishore Reddy Konda, Zhenzhou Wu, Xavier Bouthillier, Pierre Froumenty, Çaglar Gülçehre, Roland Memisevic, Pascal Vincent, Aaron Courville, Yoshua Bengio, Combining modality specific deep neural networks for emotion recognition in video Proceedings of the 15th ACM on International conference on multimodal interaction - ICMI '13. pp. 543- 550 ,(2013) , 10.1145/2522848.2531745
Abdolreza Hatamlou, Salwani Abdullah, Zalinda Othman, Gravitational search algorithm with heuristic search for clustering problems data mining and optimization. pp. 190- 193 ,(2011) , 10.1109/DMO.2011.5976526