Synthesizing Images From Spatio-Temporal Representations Using Spike-Based Backpropagation.

作者: Deboleena Roy , Priyadarshini Panda , Kaushik Roy

DOI: 10.3389/FNINS.2019.00621

关键词: MNIST databaseActivation functionArtificial neural networkSpike (software development)Spiking neural networkArtificial intelligenceBackpropagationHigh fidelityPattern recognitionComputer scienceNeuromorphic engineering

摘要: … multiple modalities in a spike-based environment. We use spiking auto-encoders to convert image and audio inputs into compact spatio-temporal representations that is then decoded …

参考文章(20)
QingXiang Wu, Martin McGinnity, Liam Maguire, Bredan Glackin, Ammar Belatreche, Learning Mechanisms in Networks of Spiking Neurons Trends in Neural Computation. pp. 171- 197 ,(2007) , 10.1007/978-3-540-36122-0_7
Bernhard Nessler, Michael Pfeiffer, Lars Buesing, Wolfgang Maass, Bayesian Computation Emerges in Generic Cortical Microcircuits through Spike-Timing-Dependent Plasticity PLOS Computational Biology. ,vol. 9, ,(2013) , 10.1371/JOURNAL.PCBI.1003037
Simei Gomes Wysoski, Lubica Benuskova, Nikola Kasabov, Evolving spiking neural networks for audiovisual information processing Neural Networks. ,vol. 23, pp. 819- 835 ,(2010) , 10.1016/J.NEUNET.2010.04.009
Pascal Vincent, Hugo Larochelle, Yoshua Bengio, Pierre-Antoine Manzagol, Extracting and composing robust features with denoising autoencoders Proceedings of the 25th international conference on Machine learning - ICML '08. pp. 1096- 1103 ,(2008) , 10.1145/1390156.1390294
Marc Benayoun, Jack D. Cowan, Wim van Drongelen, Edward Wallace, Avalanches in a Stochastic Model of Spiking Neurons PLoS Computational Biology. ,vol. 6, pp. e1000846- ,(2010) , 10.1371/JOURNAL.PCBI.1000846
Y. Lecun, L. Bottou, Y. Bengio, P. Haffner, Gradient-based learning applied to document recognition Proceedings of the IEEE. ,vol. 86, pp. 2278- 2324 ,(1998) , 10.1109/5.726791
SAMANWOY GHOSH-DASTIDAR, HOJJAT ADELI, Spiking neural networks. International Journal of Neural Systems. ,vol. 19, pp. 295- 308 ,(2009) , 10.1142/S0129065709002002
Wolfgang Maass, To Spike or Not to Spike: That Is the Question Proceedings of the IEEE. ,vol. 103, pp. 2219- 2224 ,(2015) , 10.1109/JPROC.2015.2496679
P.J. Werbos, Backpropagation through time: what it does and how to do it Proceedings of the IEEE. ,vol. 78, pp. 1550- 1560 ,(1990) , 10.1109/5.58337