Going Deeper in Spiking Neural Networks: VGG and Residual Architectures

7 February 2018

Papers citing "Going Deeper in Spiking Neural Networks: VGG and Residual Architectures"

50 / 291 papers shown

Title
Training Feedback Spiking Neural Networks by Implicit Differentiation on the Equilibrium State Mingqing Xiao Qingyan Meng Zongpeng Zhang Yisen Wang Zhouchen Lin 111 60 0 29 Sep 2021
Spiking neural networks trained via proxy Saeed Reza Kheradpisheh M. Mirsadeghi T. Masquelier 27 16 0 27 Sep 2021
Deep Spiking Neural Networks with Resonate-and-Fire Neurons Badr AlKhamissi Muhammad N. ElNokrashy D. Bernal-Casas 34 5 0 16 Sep 2021
Spiking Neural Networks with Improved Inherent Recurrence Dynamics for Sequential Learning Wachirawit Ponghiran Kaushik Roy 32 49 0 04 Sep 2021
Spike time displacement based error backpropagation in convolutional spiking neural networks M. Mirsadeghi Majid Shalchian Saeed Reza Kheradpisheh T. Masquelier 14 15 0 31 Aug 2021
HYPER-SNN: Towards Energy-efficient Quantized Deep Spiking Neural Networks for Hyperspectral Image Classification Gourav Datta Souvik Kundu Akhilesh R. Jaiswal P. Beerel 33 8 0 26 Jul 2021
Training Energy-Efficient Deep Spiking Neural Networks with Single-Spike Hybrid Input Encoding Gourav Datta Souvik Kundu P. Beerel 48 27 0 26 Jul 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 17 27 0 25 Jul 2021
Towards Low-Latency Energy-Efficient Deep SNNs via Attention-Guided Compression Souvik Kundu Gourav Datta Massoud Pedram P. Beerel 23 14 0 16 Jul 2021
The Backpropagation Algorithm Implemented on Spiking Neuromorphic Hardware Alpha Renner F. Sheldon Anatoly Zlotnik L. Tao A. Sornborger 21 38 0 13 Jun 2021
A Free Lunch From ANN: Towards Efficient, Accurate Spiking Neural Networks Calibration Yuhang Li Shi-Wee Deng Xin Dong Ruihao Gong Shi Gu 30 185 0 13 Jun 2021
Federated Learning with Spiking Neural Networks Yeshwanth Venkatesha Youngeun Kim Leandros Tassiulas Priyadarshini Panda FedML 33 47 0 11 Jun 2021
Training Energy-Efficient Deep Spiking Neural Networks with Time-to-First-Spike Coding Seongsik Park Sungroh Yoon 14 9 0 04 Jun 2021
A Microarchitecture Implementation Framework for Online Learning with Temporal Neural Networks Harideep Nair J. Shen James E. Smith 33 8 0 27 May 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
BSNN: Towards Faster and Better Conversion of Artificial Neural Networks to Spiking Neural Networks with Bistable Neurons Yang Li Yi Zeng Dongcheng Zhao 39 26 0 27 May 2021
Optimal ANN-SNN Conversion for Fast and Accurate Inference in Deep Spiking Neural Networks Jianhao Ding Zhaofei Yu Yonghong Tian Tiejun Huang 33 153 0 25 May 2021
Efficient Spiking Neural Networks with Radix Encoding Zhehui Wang Xiaozhe Gu Rick Siow Mong Goh Qiufeng Wang Yaoyu Zhang 18 23 0 14 May 2021
Deep Spiking Convolutional Neural Network for Single Object Localization Based On Deep Continuous Local Learning Sami Barchid José Mennesson Chaabane Djéraba 31 9 0 12 May 2021
Spatio-Temporal Pruning and Quantization for Low-latency Spiking Neural Networks Sayeed Shafayet Chowdhury Isha Garg Kaushik Roy 26 38 0 26 Apr 2021
A Fully Spiking Hybrid Neural Network for Energy-Efficient Object Detection Biswadeep Chakraborty Xueyuan She Saibal Mukhopadhyay 37 50 0 21 Apr 2021
Lesion-Inspired Denoising Network: Connecting Medical Image Denoising and Lesion Detection Kecheng Chen Kun Long Yazhou Ren Jiayu Sun X. Pu MedIm 19 20 0 18 Apr 2021
PrivateSNN: Privacy-Preserving Spiking Neural Networks Youngeun Kim Yeshwanth Venkatesha Priyadarshini Panda 31 22 0 07 Apr 2021
Visual Explanations from Spiking Neural Networks using Interspike Intervals Youngeun Kim Priyadarshini Panda AAML FAtt 27 46 0 26 Mar 2021
On the Role of System Software in Energy Management of Neuromorphic Computing Twisha Titirsha Shihao Song Adarsha Balaji Anup Das 32 24 0 22 Mar 2021
Accurate and efficient time-domain classification with adaptive spiking recurrent neural networks Bojian Yin Federico Corradi S. Bohté 50 210 0 12 Mar 2021
A Little Energy Goes a Long Way: Build an Energy-Efficient, Accurate Spiking Neural Network from Convolutional Neural Network Dengyu Wu Xinping Yi Xiaowei Huang 24 16 0 01 Mar 2021
Optimal Conversion of Conventional Artificial Neural Networks to Spiking Neural Networks Shi-Wee Deng Shi Gu 124 200 0 28 Feb 2021
Naturalizing Neuromorphic Vision Event Streams Using GANs Dennis E. Robey W. Thio H. Iu Jason K. Eshraghian AI4TS 11 2 0 14 Feb 2021
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 123 481 0 08 Feb 2021
Towards Interpretable Ensemble Learning for Image-based Malware Detection Yuzhou Lin Xiaolin Chang AAML 15 8 0 13 Jan 2021
Semantics for Robotic Mapping, Perception and Interaction: A Survey Sourav Garg Niko Sünderhauf Feras Dayoub D. Morrison Akansel Cosgun ... Tat-Jun Chin Ian Reid Stephen Gould Peter Corke Michael Milford 28 115 0 02 Jan 2021
A Temporal Neural Network Architecture for Online Learning J. E. Smith 8 12 0 27 Nov 2020
Going Deeper With Directly-Trained Larger Spiking Neural Networks Hanle Zheng Yujie Wu Lei Deng Yifan Hu Guoqi Li 19 503 0 29 Oct 2020
Spiking Neural Networks -- Part I: Detecting Spatial Patterns Hyeryung Jang N. Skatchkovsky Osvaldo Simeone 8 10 0 27 Oct 2020
DCT-SNN: Using DCT to Distribute Spatial Information over Time for Learning Low-Latency Spiking Neural Networks Isha Garg Sayeed Shafayet Chowdhury Kaushik Roy 18 13 0 05 Oct 2020
Revisiting Batch Normalization for Training Low-latency Deep Spiking Neural Networks from Scratch Youngeun Kim Priyadarshini Panda 30 171 0 05 Oct 2020
Strategy and Benchmark for Converting Deep Q-Networks to Event-Driven Spiking Neural Networks Weihao Tan Devdhar Patel R. Kozma 25 43 0 30 Sep 2020
A thermodynamically consistent chemical spiking neuron capable of autonomous Hebbian learning Jakub Fil Dominique F. Chu 12 1 0 28 Sep 2020
On the Self-Repair Role of Astrocytes in STDP Enabled Unsupervised SNNs Mehul Rastogi Sen Lu Nafiul Islam Abhronil Sengupta 9 21 0 08 Sep 2020
TCL: an ANN-to-SNN Conversion with Trainable Clipping Layers Nguyen-Dong Ho I. Chang 12 48 0 11 Aug 2020
DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks Nitin Rathi Kaushik Roy 23 134 0 09 Aug 2020
Neuromorphic Computing for Content-based Image Retrieval Te-Yuan Liu A. Mahjoubfar Daniel Prusinski Luis Stevens VLM 24 11 0 04 Aug 2020
Coarse scale representation of spiking neural networks: backpropagation through spikes and application to neuromorphic hardware A. Yanguas-Gil 13 6 0 13 Jul 2020
Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen T. Masquelier Tiejun Huang Yonghong Tian 72 508 0 11 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
Progressive Tandem Learning for Pattern Recognition with Deep Spiking Neural Networks Jibin Wu Chenglin Xu Daquan Zhou Haizhou Li Kay Chen Tan 22 110 0 02 Jul 2020
Training Deep Spiking Neural Networks Eimantas Ledinauskas J. Ruseckas Alfonsas Jursenas Giedrius Burachas 27 55 0 08 Jun 2020
Brain-inspired global-local learning incorporated with neuromorphic computing Yujie Wu R. Zhao Jun Zhu F. Chen Mingkun Xu ... Hao Zheng Jing Pei Youhui Zhang Mingguo Zhao Luping Shi 34 86 0 05 Jun 2020
Constructing Accurate and Efficient Deep Spiking Neural Networks with Double-threshold and Augmented Schemes Qiang Yu Chenxiang Ma Shiming Song Gaoyan Zhang J. Dang Kay Chen Tan 28 49 0 05 May 2020