Spiking Deep Convolutional Neural Networks for Energy-Efficient Object Recognition

作者: Yongqiang Cao , Yang Chen , Deepak Khosla

DOI: 10.1007/S11263-014-0788-3

关键词: Spike (software development)Deep learningPattern recognition (psychology)Field-programmable gate arraySpiking neural networkConvolutional neural networkCognitive neuroscience of visual object recognitionArtificial intelligenceComputer scienceArtificial neural network

摘要: … ) are increasingly desirable to take advantage of the emerging … One of the key benefits of the SNN architecture proposed in … -order analysis of power consumption of the SNN architecture …

参考文章(37)
Clément Farabet, Towards real-time image understanding with convolutional networks Université Paris-Est. ,(2013)
Ronan Collobert, Clément Farabet, Koray Kavukcuoglu, Torch7: A Matlab-like Environment for Machine Learning neural information processing systems. ,(2011)
David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams, Learning representations by back-propagating errors Nature. ,vol. 323, pp. 696- 699 ,(1988) , 10.1038/323533A0
Clement Farabet, Berin Martini, Polina Akselrod, Selcuk Talay, Yann LeCun, Eugenio Culurciello, Hardware accelerated convolutional neural networks for synthetic vision systems international symposium on circuits and systems. pp. 257- 260 ,(2010) , 10.1109/ISCAS.2010.5537908
Deepak Khosla, Yang Chen, Kyungnam Kim, Shinko Y. Cheng, Alexander L. Honda, Lei Zhang, A neuromorphic system for object detection and classification Proceedings of SPIE. ,vol. 8745, ,(2013) , 10.1117/12.2016038
Timothée Masquelier, Simon J Thorpe, None, Unsupervised Learning of Visual Features through Spike Timing Dependent Plasticity PLOS Computational Biology. ,vol. 3, pp. 31- ,(2005) , 10.1371/JOURNAL.PCBI.0030031
Jose-Antonio Perez-Carrasco, Carmen Serrano, Begona Acha, Teresa Serrano-Gotarredona, Bernabe Linares-Barranco, Spike-Based Convolutional Network for Real-Time Processing international conference on pattern recognition. pp. 3085- 3088 ,(2010) , 10.1109/ICPR.2010.756
Deepak Khosla, Yang Chen, David J. Huber, Darrel J. Van Buer, Kyungnam Kim, Shinko Y. Cheng, Real-time low-power neuromorphic hardware for autonomous object recognition Proceedings of SPIE. ,vol. 8713, pp. 871313- ,(2013) , 10.1117/12.2015944
S. Grossberg, T. R. Huang, ARTSCENE: A neural system for natural scene classification. Journal of Vision. ,vol. 9, pp. 6- 6 ,(2009) , 10.1167/9.4.6
A. S. Cassidy, P. Merolla, J. V. Arthur, S. Esser, B. Jackson, R. Alvarez-Icaza, P. Datta, J. Sawada, T. M. Wong, V. Feldman, A. Amir, D. Rubin, F. Akopyan, E. McQuinn, W. Risk, D. W. Peyton, D. S. Modha, Cognitive computing building block: A versatile and efficient digital neuron model for neurosynaptic cores international joint conference on neural network. pp. 1- 10 ,(2013) , 10.1109/IJCNN.2013.6707077