Skimming Digits: Neuromorphic Classification of Spike-Encoded Images

作者: Gregory K. Cohen , Garrick Orchard , Sio-Hoi Leng , Jonathan Tapson , Ryad B. Benosman

DOI: 10.3389/FNINS.2016.00184

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摘要: The growing demands placed upon the field of computer vision have renewed the focus on alternative visual scene representations and processing paradigms. Silicon retinea provide …

参考文章(20)
J. A. Perez-Carrasco, Bo Zhao, C. Serrano, B. Acha, T. Serrano-Gotarredona, Shouchun Chen, B. Linares-Barranco, Mapping from Frame-Driven to Frame-Free Event-Driven Vision Systems by Low-Rate Rate Coding and Coincidence Processing--Application to Feedforward ConvNets IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 35, pp. 2706- 2719 ,(2013) , 10.1109/TPAMI.2013.71
Christoph Posch, Daniel Matolin, Rainer Wohlgenannt, A QVGA 143 dB Dynamic Range Frame-Free PWM Image Sensor With Lossless Pixel-Level Video Compression and Time-Domain CDS IEEE Journal of Solid-state Circuits. ,vol. 46, pp. 259- 275 ,(2011) , 10.1109/JSSC.2010.2085952
Hubert W. Lilliefors, On the Kolmogorov-Smirnov Test for Normality with Mean and Variance Unknown Journal of the American Statistical Association. ,vol. 62, pp. 399- 402 ,(1967) , 10.2307/2283970
Peter O'Connor, Daniel Neil, Shih-Chii Liu, Tobi Delbruck, Michael Pfeiffer, Real-time classification and sensor fusion with a spiking deep belief network Frontiers in Neuroscience. ,vol. 7, pp. 178- 178 ,(2013) , 10.3389/FNINS.2013.00178
Garrick Orchard, Cedric Meyer, Ralph Etienne-Cummings, Christoph Posch, Nitish Thakor, Ryad Benosman, HFirst: A Temporal Approach to Object Recognition IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 37, pp. 2028- 2040 ,(2015) , 10.1109/TPAMI.2015.2392947
Himanshu Akolkar, Cedric Meyer, Xavier Clady, Olivier Marre, Chiara Bartolozzi, Stefano Panzeri, Ryad Benosman, What can neuromorphic event-driven precise timing add to spike-based pattern recognition? Neural Computation. ,vol. 27, pp. 561- 593 ,(2015) , 10.1162/NECO_A_00703
Nitish V. Thakor, Wang Wei Lee, Haoyong Yu, Gait event detection through neuromorphic spike sequence learning ieee international conference on biomedical robotics and biomechatronics. pp. 899- 904 ,(2014) , 10.1109/BIOROB.2014.6913895
Christoph Posch, Teresa Serrano-Gotarredona, Bernabe Linares-Barranco, Tobi Delbruck, Retinomorphic event-based vision sensors: Bioinspired cameras with spiking output Proceedings of the IEEE. ,vol. 102, pp. 1470- 1484 ,(2014) , 10.1109/JPROC.2014.2346153
André van Schaik, Jonathan Tapson, Online and adaptive pseudoinverse solutions for ELM weights Neurocomputing. ,vol. 149, pp. 233- 238 ,(2015) , 10.1016/J.NEUCOM.2014.01.071