Bio-Inspired Spiking Convolutional Neural Network using Layer-wise Sparse Coding and STDP Learning

9 November 2016

Papers citing "Bio-Inspired Spiking Convolutional Neural Network using Layer-wise Sparse Coding and STDP Learning"

31 / 31 papers shown

Title
Fractional-order spike-timing-dependent gradient descent for multi-layer spiking neural networks Yi Yang Richard M. Voyles Haiyan H. Zhang Robert A. Nawrocki 24 4 0 20 Oct 2024
Efficient Sparse Coding with the Adaptive Locally Competitive Algorithm for Speech Classification Soufiyan Bahadi É. Plourde Jean Rouat 36 1 0 12 Sep 2024
The Potential of Combined Learning Strategies to Enhance Energy Efficiency of Spiking Neuromorphic Systems Ali Shiri Sichani Sai Kankatala 23 0 0 13 Aug 2024
Spiking Two-Stream Methods with Unsupervised STDP-based Learning for Action Recognition Mireille el Assal Pierre Tirilly Ioan Marius Bilasco 35 3 0 23 Jun 2023
LaSNN: Layer-wise ANN-to-SNN Distillation for Effective and Efficient Training in Deep Spiking Neural Networks Di Hong Jiangrong Shen Yu Qi Yueming Wang 25 5 0 17 Apr 2023
Hebbian Deep Learning Without Feedback Adrien Journé Hector Garcia Rodriguez Qinghai Guo Timoleon Moraitis AAML 36 49 0 23 Sep 2022
BrainCog: A Spiking Neural Network based Brain-inspired Cognitive Intelligence Engine for Brain-inspired AI and Brain Simulation Yi Zeng Dongcheng Zhao Feifei Zhao Guobin Shen Yiting Dong ... Xin Liu Chen-Yu Du Qingqun Kong Zizhe Ruan Weida Bi 42 70 0 18 Jul 2022
Linear Leaky-Integrate-and-Fire Neuron Model Based Spiking Neural Networks and Its Mapping Relationship to Deep Neural Networks Si-wei Lu Fengyi Xu 25 23 0 31 May 2022
Training Deep Spiking Auto-encoders without Bursting or Dying Neurons through Regularization Justus F. Hübotter Pablo Lanillos Jakub M. Tomczak 24 3 0 22 Sep 2021
H2Learn: High-Efficiency Learning Accelerator for High-Accuracy Spiking Neural Networks Ling Liang Zheng Qu Zhaodong Chen Fengbin Tu Yujie Wu Lei Deng Guoqi Li Peng Li Yuan Xie 27 27 0 25 Jul 2021
BackEISNN: A Deep Spiking Neural Network with Adaptive Self-Feedback and Balanced Excitatory-Inhibitory Neurons Dongcheng Zhao Yi Zeng Yang Li 35 40 0 27 May 2021
A Fully Spiking Hybrid Neural Network for Energy-Efficient Object Detection Biswadeep Chakraborty Xueyuan She Saibal Mukhopadhyay 39 50 0 21 Apr 2021
Unsupervised Clustering of Time Series Signals using Neuromorphic Energy-Efficient Temporal Neural Networks Shreyas Chaudhari Harideep Nair J. M. F. Moura John Paul Shen AI4TS 39 7 0 18 Feb 2021
Seeing eye-to-eye? A comparison of object recognition performance in humans and deep convolutional neural networks under image manipulation Leonard E. van Dyck W. Gruber 27 3 0 13 Jul 2020
Improving STDP-based Visual Feature Learning with Whitening Pierre Falez Pierre Tirilly Ioan Marius Bilasco 11 7 0 24 Feb 2020
Spiking Inception Module for Multi-layer Unsupervised Spiking Neural Networks Mingyuan Meng Xingyu Yang Shanlin Xiao Zhiyi Yu 22 13 0 29 Jan 2020
ScieNet: Deep Learning with Spike-assisted Contextual Information Extraction Xueyuan She Yun Long D. Kim Saibal Mukhopadhyay 14 7 0 11 Sep 2019
Locally Connected Spiking Neural Networks for Unsupervised Feature Learning D. J. Saunders Devdhar Patel Hananel Hazan H. Siegelmann R. Kozma 22 53 0 12 Apr 2019
Multi-layered Spiking Neural Network with Target Timestamp Threshold Adaptation and STDP Pierre Falez Pierre Tirilly Ioan Marius Bilasco P. Devienne Pierre Boulet 29 49 0 03 Apr 2019
Enabling Spike-based Backpropagation for Training Deep Neural Network Architectures Chankyu Lee Syed Shakib Sarwar Priyadarshini Panda G. Srinivasan Kaushik Roy 44 389 0 15 Mar 2019
SpykeTorch: Efficient Simulation of Convolutional Spiking Neural Networks with at most one Spike per Neuron Milad Mozafari M. Ganjtabesh A. Nowzari-Dalini T. Masquelier 41 98 0 06 Mar 2019
Biologically plausible deep learning -- but how far can we go with shallow networks? Bernd Illing W. Gerstner Johanni Brea 30 94 0 27 Feb 2019
EventNet: Asynchronous Recursive Event Processing Yusuke Sekikawa K. Hara Hideo Saito 61 98 0 07 Dec 2018
Direct Training for Spiking Neural Networks: Faster, Larger, Better Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 46 642 0 16 Sep 2018
Deep Learning in Spiking Neural Networks A. Tavanaei M. Ghodrati Saeed Reza Kheradpisheh T. Masquelier Anthony Maida 12 1,059 0 22 Apr 2018
Bio-inspired digit recognition using reward-modulated spike-timing-dependent plasticity in deep convolutional networks Milad Mozafari M. Ganjtabesh A. Nowzari-Dalini S. Thorpe T. Masquelier 37 156 0 31 Mar 2018
Dendritic-Inspired Processing Enables Bio-Plausible STDP in Compound Binary Synapses Xinyu Wu V. Saxena 16 14 0 09 Jan 2018
BP-STDP: Approximating Backpropagation using Spike Timing Dependent Plasticity A. Tavanaei Anthony Maida 20 189 0 12 Nov 2017
Representation Learning using Event-based STDP A. Tavanaei T. Masquelier Anthony Maida 30 27 0 20 Jun 2017
Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 11 1,008 0 08 Jun 2017
First-spike based visual categorization using reward-modulated STDP Milad Mozafari Saeed Reza Kheradpisheh T. Masquelier A. Nowzari-Dalini M. Ganjtabesh 8 153 0 25 May 2017