Training Deep Spiking Neural Networks using Backpropagation

31 August 2016

Papers citing "Training Deep Spiking Neural Networks using Backpropagation"

50 / 351 papers shown

Title
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and DifferencesNeural Networks (NN), 2020 Weihua He Yujie Wu Lei Deng Guoqi Li Haoyu Wang Yang Tian Wei Ding Wenhui Wang Yuan Xie 202 146 0 02 May 2020
Distilling Spikes: Knowledge Distillation in Spiking Neural NetworksInternational Conference on Pattern Recognition (ICPR), 2020 R. K. Kushawaha S. Kumar Biplab Banerjee R. Velmurugan 92 38 0 01 May 2020
Integration of Leaky-Integrate-and-Fire-Neurons in Deep Learning ArchitecturesNeural Computation (Neural Comput.), 2020 Richard C. Gerum A. Schilling AI4CE 146 20 0 28 Apr 2020
A Neuromorphic Paradigm for Online Unsupervised Clustering James E. Smith 127 8 0 25 Apr 2020
Real-time Classification from Short Event-Camera Streams using Input-filtering Neural ODEs Giorgio Giannone Asha Anoosheh A. Quaglino P. DÓro Marco Gallieri Jonathan Masci AI4TS 124 6 0 07 Apr 2020
Data-Driven Neuromorphic DRAM-based CNN and RNN AcceleratorsAsilomar Conference on Signals, Systems and Computers (ACSSC), 2019 T. Delbruck Shih-Chii Liu 152 6 0 29 Mar 2020
Rectified Linear Postsynaptic Potential Function for Backpropagation in Deep Spiking Neural Networks Malu Zhang Jiadong Wang Burin Amornpaisannon Zhixuan Zhang VPK Miriyala ... Hong Qu Jibin Wu Yansong Chua Trevor E. Carlson Haizhou Li 223 22 0 26 Mar 2020
Event-based Asynchronous Sparse Convolutional NetworksEuropean Conference on Computer Vision (ECCV), 2020 Nico Messikommer Daniel Gehrig Antonio Loquercio Davide Scaramuzza 192 172 0 20 Mar 2020
Reducing the Sim-to-Real Gap for Event Cameras Timo Stoffregen C. Scheerlinck Davide Scaramuzza Tom Drummond Nick Barnes L. Kleeman Robert E. Mahony 320 7 0 20 Mar 2020
Spike-FlowNet: Event-based Optical Flow Estimation with Energy-Efficient Hybrid Neural NetworksEuropean Conference on Computer Vision (ECCV), 2020 Chankyu Lee Adarsh Kosta A. Z. Zhu Kenneth Chaney Kostas Daniilidis Kaushik Roy 293 186 0 14 Mar 2020
Indirect and Direct Training of Spiking Neural Networks for End-to-End Control of a Lane-Keeping VehicleNeural Networks (NN), 2020 Zhenshan Bing Claus Meschede Guang Chen Alois Knoll Kai-Qi Huang 76 46 0 10 Mar 2020
Event-Based Angular Velocity Regression with Spiking NetworksIEEE International Conference on Robotics and Automation (ICRA), 2020 Mathias Gehrig S. Shrestha Daniel Mouritzen Davide Scaramuzza 100 94 0 05 Mar 2020
A Deep Unsupervised Feature Learning Spiking Neural Network with Binarized Classification Layers for EMNIST Classification using SpykeFlowIEEE Transactions on Emerging Topics in Computational Intelligence (IEEE TETCI), 2020 Ruthvik Vaila John N. Chiasson V. Saxena 317 26 0 26 Feb 2020
RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural NetworkComputer Vision and Pattern Recognition (CVPR), 2020 Bing Han G. Srinivasan Kaushik Roy 209 366 0 25 Feb 2020
Temporal Spike Sequence Learning via Backpropagation for Deep Spiking Neural NetworksNeural Information Processing Systems (NeurIPS), 2020 Wenrui Zhang Peng Li 278 242 0 24 Feb 2020
Exploring the Connection Between Binary and Spiking Neural NetworksFrontiers in Neuroscience (Front. Neurosci.), 2020 Sen Lu Abhronil Sengupta MQ 179 110 0 24 Feb 2020
Exploiting Neuron and Synapse Filter Dynamics in Spatial Temporal Learning of Deep Spiking Neural NetworkInternational Joint Conference on Artificial Intelligence (IJCAI), 2020 Haowen Fang Amar Shrestha Ziyi Zhao Qinru Qiu 125 126 0 19 Feb 2020
Multi-Objective Optimization for Size and Resilience of Spiking Neural NetworksUbiquitous Computing, Electronics & Mobile Communication Conference (UCEMC), 2019 Mihaela Dimovska T. Johnston Catherine D. Schuman J. P. Mitchell T. Potok 95 13 0 04 Feb 2020
A Differentiable Recurrent Surface for Asynchronous Event-Based Data Marco Cannici Marco Ciccone Andrea Romanoni Matteo Matteucci 207 27 0 10 Jan 2020
A Supervised Learning Algorithm for Multilayer Spiking Neural Networks Based on Temporal Coding Toward Energy-Efficient VLSI Processor DesignIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020 Yusuke Sakemi K. Morino Takashi Morie Kazuyuki Aihara 152 36 0 08 Jan 2020
Acoustic Scene Analysis using Analog Spiking Neural Network Anand Kumar Mukhopadhyay Moses Prabhakar Naligala Divya Lakshmi Duggisetty I. Chakrabarti M. Sharad 118 1 0 23 Dec 2019
Motion Equivariance OF Event-based Camera Data with the Temporal Normalization Transform ZiYun Wang 91 0 0 28 Nov 2019
Comprehensive SNN Compression Using ADMM Optimization and Activity RegularizationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Lei Deng Yujie Wu Yifan Hu Ling Liang Guoqi Li Xing Hu Yufei Ding Peng Li Yuan Xie 220 99 0 03 Nov 2019
Towards Scalable, Efficient and Accurate Deep Spiking Neural Networks with Backward Residual Connections, Stochastic Softmax and Hybridization Priyadarshini Panda Sai Aparna Aketi Kaushik Roy 155 32 0 30 Oct 2019
S4NN: temporal backpropagation for spiking neural networks with one spike per neuronInternational Journal of Neural Systems (IJNS), 2019 Saeed Reza Kheradpisheh T. Masquelier 237 203 0 21 Oct 2019
Graph-based Spatial-temporal Feature Learning for Neuromorphic Vision Sensing Yin Bi Aaron Chadha Alhabib Abbas Eirina Bourtsoulatze Y. Andreopoulos 188 26 0 08 Oct 2019
An Introduction to Probabilistic Spiking Neural Networks: Probabilistic Models, Learning Rules, and ApplicationsIEEE Signal Processing Magazine (IEEE SPM), 2019 Hyeryung Jang Osvaldo Simeone Brian Gardner A. Gruning TPM 110 83 0 02 Oct 2019
Temporal-Coded Deep Spiking Neural Network with Easy Training and Robust PerformanceAAAI Conference on Artificial Intelligence (AAAI), 2019 Shibo Zhou Li Xiaohua Ying-Cong Chen S. T. Chandrasekaran A. Sanyal OOD 228 108 0 24 Sep 2019
Bifurcation Spiking Neural NetworkJournal of machine learning research (JMLR), 2019 Shao-Qun Zhang Zhao-Yu Zhang Zhi Zhou 180 7 0 18 Sep 2019
Spiking Neural Predictive Coding for Continual Learning from Data Streams Alexander Ororbia 428 35 0 23 Aug 2019
Graph-Based Object Classification for Neuromorphic Vision SensingIEEE International Conference on Computer Vision (ICCV), 2019 Yin Bi Aaron Chadha Alhabib Abbas Eirina Bourtsoulatze Y. Andreopoulos GNN 147 184 0 19 Aug 2019
Spike-Train Level Backpropagation for Training Deep Recurrent Spiking Neural NetworksNeural Information Processing Systems (NeurIPS), 2019 Wenrui Zhang Peng Li 172 139 0 18 Aug 2019
Event-based Feature Extraction Using Adaptive Selection ThresholdsItalian National Conference on Sensors (INS), 2019 Saeed Afshar Ying Xu J. Tapson André van Schaik Gregory Cohen 149 44 0 18 Jul 2019
A Tandem Learning Rule for Effective Training and Rapid Inference of Deep Spiking Neural Networks Jibin Wu Yansong Chua Malu Zhang Guoqi Li Haizhou Li Kay Chen Tan 145 14 0 02 Jul 2019
Reinforcement Learning with Low-Complexity Liquid State MachinesFrontiers in Neuroscience (Front. Neurosci.), 2019 Wachirawit Ponghiran G. Srinivasan Kaushik Roy 84 17 0 04 Jun 2019
Lattice Map Spiking Neural Networks (LM-SNNs) for Clustering and Classifying Image DataAnnals of Mathematics and Artificial Intelligence (AMAI), 2019 Hananel Hazan D. J. Saunders Darpan T. Sanghavi H. Siegelmann R. Kozma 136 17 0 04 Jun 2019
SpikeGrad: An ANN-equivalent Computation Model for Implementing Backpropagation with SpikesInternational Conference on Learning Representations (ICLR), 2019 Johannes C. Thiele O. Bichler A. Dupret 127 34 0 03 Jun 2019
Supervised Learning in Spiking Neural Networks with Phase-Change Memory SynapsesScientific Reports (Sci Rep), 2019 S. Nandakumar I. Boybat Corey Lammie E. Eleftheriou Abu Sebastian Bipin Rajendran 98 65 0 28 May 2019
Synthesizing Images from Spatio-Temporal Representations using Spike-based BackpropagationFrontiers in Neuroscience (Front. Neurosci.), 2019 Deboleena Roy Priyadarshini Panda Kaushik Roy 98 24 0 24 May 2019
Closing the Accuracy Gap in an Event-Based Visual Recognition Task Bodo Rückauer Nicolas Känzig Shih-Chii Liu T. Delbruck Yulia Sandamirskaya 139 22 0 06 May 2019
PCA-RECT: An Energy-efficient Object Detection Approach for Event Cameras Bharath Ramesh Andrés Ussa L. D. Vedova Hong Yang Garrick Orchard 65 15 0 24 Apr 2019
Event-based Vision: A Survey Guillermo Gallego T. Delbruck Garrick Orchard Chiara Bartolozzi B. Taba ... Stefan Leutenegger Andrew J. Davison Jorg Conradt Kostas Daniilidis Davide Scaramuzza 342 2,207 0 17 Apr 2019
End-to-End Learning of Representations for Asynchronous Event-Based Data Daniel Gehrig Antonio Loquercio Konstantinos G. Derpanis Davide Scaramuzza DRL AI4TS 342 385 0 17 Apr 2019
Deep Convolutional Spiking Neural Networks for Image Classification Ruthvik Vaila John N. Chiasson V. Saxena 181 31 0 28 Mar 2019
Enabling Spike-based Backpropagation for Training Deep Neural Network Architectures Chankyu Lee Syed Shakib Sarwar Priyadarshini Panda G. Srinivasan Kaushik Roy 392 426 0 15 Mar 2019
Spiking-YOLO: Spiking Neural Network for Energy-Efficient Object Detection Seijoon Kim Seongsik Park Byunggook Na Sungroh Yoon ObjD 219 475 0 12 Mar 2019
A Spiking Network for Inference of Relations Trained with Neuromorphic Backpropagation Johannes C. Thiele O. Bichler A. Dupret S. Solinas Giacomo Indiveri 98 5 0 11 Mar 2019
A novel method for extracting interpretable knowledge from a spiking neural classifier with time-varying synaptic weights Abeegithan Jeyasothy Suresh Sundaram Savitha Ramasamy N. Sundararajan 103 4 0 28 Feb 2019
Biologically plausible deep learning -- but how far can we go with shallow networks?Neural Networks (NN), 2019 Bernd Illing W. Gerstner Johanni Brea 257 102 0 27 Feb 2019
Deep Spiking Neural Network with Spike Count based Learning Rule Jibin Wu Yansong Chua Malu Zhang Qu Yang Guoqi Li Haizhou Li 141 54 0 15 Feb 2019