LIAF-Net: Leaky Integrate and Analog Fire Network for Lightweight and Efficient Spatiotemporal Information Processing

12 November 2020

Papers citing "LIAF-Net: Leaky Integrate and Analog Fire Network for Lightweight and Efficient Spatiotemporal Information Processing"

27 / 27 papers shown

Title
Going Deeper With Directly-Trained Larger Spiking Neural Networks Hanle Zheng Yujie Wu Lei Deng Yifan Hu Guoqi Li 49 508 0 29 Oct 2020
An Efficient Spiking Neural Network for Recognizing Gestures with a DVS Camera on the Loihi Neuromorphic Processor Riccardo Massa Alberto Marchisio Maurizio Martina Mohamed Bennai 19 92 0 16 May 2020
Graph-based Spatial-temporal Feature Learning for Neuromorphic Vision Sensing Yin Bi Aaron Chadha Alhabib Abbas Eirina Bourtsoulatze Y. Andreopoulos 32 26 0 08 Oct 2019
Enabling Spike-based Backpropagation for Training Deep Neural Network Architectures Chankyu Lee Syed Shakib Sarwar Priyadarshini Panda G. Srinivasan Kaushik Roy 60 391 0 15 Mar 2019
Surrogate Gradient Learning in Spiking Neural Networks Emre Neftci Hesham Mostafa Friedemann Zenke 60 1,224 0 28 Jan 2019
Unsupervised Visual Feature Learning with Spike-timing-dependent Plasticity: How Far are we from Traditional Feature Learning Approaches? Pierre Falez Pierre Tirilly Ioan Marius Bilasco P. Devienne Pierre Boulet SSL 36 32 0 14 Jan 2019
Direct Training for Spiking Neural Networks: Faster, Larger, Better Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 60 646 0 16 Sep 2018
Attention Mechanisms for Object Recognition with Event-Based Cameras Marco Cannici Marco Ciccone Andrea Romanoni Matteo Matteucci 26 42 0 25 Jul 2018
HATS: Histograms of Averaged Time Surfaces for Robust Event-based Object Classification A. Sironi Manuele Brambilla Nicolas Bourdis Xavier Lagorce R. Benosman 52 443 0 21 Mar 2018
Learning and Real-time Classification of Hand-written Digits With Spiking Neural Networks Shruti R. Kulkarni John M. Alexiades Bipin Rajendran 3DH 31 11 0 09 Nov 2017
Learning to Recognize Actions from Limited Training Examples Using a Recurrent Spiking Neural Model Priyadarshini Panda N. Srinivasa 34 27 0 19 Oct 2017
Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 46 1,012 0 08 Jun 2017
Self-Normalizing Neural Networks Günter Klambauer Thomas Unterthiner Andreas Mayr Sepp Hochreiter 225 2,496 0 08 Jun 2017
Theory and Tools for the Conversion of Analog to Spiking Convolutional Neural Networks Bodo Rueckauer Iulia-Alexandra Lungu Yuhuang Hu Michael Pfeiffer 30 121 0 13 Dec 2016
Training Deep Spiking Neural Networks using Backpropagation Junhaeng Lee T. Delbruck Michael Pfeiffer 62 940 0 31 Aug 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 239 10,412 0 21 Jul 2016
Supervised learning based on temporal coding in spiking neural networks Hesham Mostafa 55 353 0 27 Jun 2016
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 327 18,300 0 27 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.3K 192,638 0 10 Dec 2015
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 447 7,952 0 13 Jun 2015
Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks Jason Weston Antoine Bordes S. Chopra Alexander M. Rush Bart van Merriënboer Armand Joulin Tomas Mikolov LRM ELM 97 1,178 0 19 Feb 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 290 43,154 0 11 Feb 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 163 18,534 0 06 Feb 2015
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 261 12,632 0 11 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 891 99,991 0 04 Sep 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 616 23,235 0 03 Jun 2014
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 373 7,650 0 03 Jul 2012