Training Spiking Deep Networks for Neuromorphic Hardware

16 November 2016

Papers citing "Training Spiking Deep Networks for Neuromorphic Hardware"

23 / 23 papers shown

Title
Energy efficiency analysis of Spiking Neural Networks for space applications Paolo Lunghi Stefano Silvestrini Dominik Dold Gabriele Meoni Alexander Hadjiivanov Dario Izzo 27 0 0 16 May 2025
Applications of Spiking Neural Networks in Visual Place Recognition S. Hussaini Michael Milford Tobias Fischer 74 6 0 22 Nov 2023
Spike-based Neuromorphic Computing for Next-Generation Computer Vision Md. Sakib Hasan Catherine D. Schuman Zhongyang Zhang Tauhidur Rahman Garrett S. Rose 41 0 0 15 Oct 2023
Direct Training via Backpropagation for Ultra-low Latency Spiking Neural Networks with Multi-threshold Changqin Xu Yi Liu Yintang Yang 20 12 0 25 Nov 2021
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
Federated Learning with Spiking Neural Networks Yeshwanth Venkatesha Youngeun Kim Leandros Tassiulas Priyadarshini Panda FedML 33 47 0 11 Jun 2021
Neuromorphic Computing for Content-based Image Retrieval Te-Yuan Liu A. Mahjoubfar Daniel Prusinski Luis Stevens VLM 24 11 0 04 Aug 2020
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
Neuromorphic Processing and Sensing: Evolutionary Progression of AI to Spiking Philippe Reiter G. R. Jose Spyridon Bizmpikis Ionela-Ancuta Cîrjila 24 1 0 10 Jul 2020
Hardware Implementation of Spiking Neural Networks Using Time-To-First-Spike Encoding Seongbin Oh D. Kwon Gyuho Yeom Won-Mook Kang Soochang Lee S. Woo Jaehyeon Kim Min Kyu Park Jong-Ho Lee 63 15 0 09 Jun 2020
Hyperparameter Optimization in Binary Communication Networks for Neuromorphic Deployment Maryam Parsa Catherine D. Schuman Prasanna Date Derek C. Rose Bill Kay ... Steven R. Young Ryan Dellana William M. Severa T. Potok Kaushik Roy 21 4 0 21 Apr 2020
RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Network Bing Han G. Srinivasan Kaushik Roy 33 310 0 25 Feb 2020
Fast and energy-efficient neuromorphic deep learning with first-spike times Julian Goltz Laura Kriener A. Baumbach Sebastian Billaudelle O. Breitwieser ... Á. F. Kungl Walter Senn Johannes Schemmel K. Meier Mihai A. Petrovici 40 126 0 24 Dec 2019
A Bin Encoding Training of a Spiking Neural Network-based Voice Activity Detection Giorgia Dellaferrera Flavio Martinelli Milos Cernak 19 10 0 28 Oct 2019
Temporal Coding in Spiking Neural Networks with Alpha Synaptic Function: Learning with Backpropagation Iulia Comsa Krzysztof Potempa Luca Versari T. Fischbacher Andrea Gesmundo J. Alakuijala 30 174 0 30 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 32 14 0 02 Jul 2019
Benchmarking Keyword Spotting Efficiency on Neuromorphic Hardware Peter Blouw Xuan Choo Eric Hunsberger C. Eliasmith BDL 19 191 0 04 Dec 2018
Making BREAD: Biomimetic strategies for Artificial Intelligence Now and in the Future J. Krichmar William M. Severa Salar M. Khan J. Olds AI4CE 24 21 0 04 Dec 2018
NengoDL: Combining deep learning and neuromorphic modelling methods Daniel Rasmussen MoE VLM 24 92 0 28 May 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
Going Deeper in Spiking Neural Networks: VGG and Residual Architectures Abhronil Sengupta Yuting Ye Robert Y. Wang Chiao Liu Kaushik Roy 38 989 0 07 Feb 2018
Efficient Computation in Adaptive Artificial Spiking Neural Networks Davide Zambrano Roeland Nusselder H. Scholte S. Bohté 28 22 0 13 Oct 2017
Algorithm and Hardware Design of Discrete-Time Spiking Neural Networks Based on Back Propagation with Binary Activations Shihui Yin S. Venkataramanaiah Gregory K. Chen R. Krishnamurthy Yu Cao C. Chakrabarti Jae-sun Seo 28 59 0 19 Sep 2017