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RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Network

25 February 2020

Papers citing "RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Network"

44 / 144 papers shown

Title
Training Spiking Neural Networks with Local Tandem Learning Qu Yang Jibin Wu Malu Zhang Yansong Chua Xinchao Wang Haizhou Li 106 40 0 10 Oct 2022
Masked Spiking Transformer Ziqing Wang Yuetong Fang Jiahang Cao Qiang Zhang Zhongrui Wang Renjing Xu 75 42 0 03 Oct 2022
Spikformer: When Spiking Neural Network Meets Transformer Zhaokun Zhou Yuesheng Zhu Chao He Yaowei Wang Shuicheng Yan Yonghong Tian Liuliang Yuan 227 264 0 29 Sep 2022
Attention Spiking Neural Networks Man Yao Guangshe Zhao Hengyu Zhang Yifan Hu Lei Deng Yonghong Tian Bo Xu Guoqi Li 96 174 0 28 Sep 2022
Spiking GATs: Learning Graph Attentions via Spiking Neural Network Beibei Wang Bo Jiang GNN 73 5 0 05 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 110 75 0 18 Jul 2022
Spike Calibration: Fast and Accurate Conversion of Spiking Neural Network for Object Detection and Segmentation Yang Li Xiang He Yiting Dong Qingqun Kong Yi Zeng 78 28 0 06 Jul 2022
SNN2ANN: A Fast and Memory-Efficient Training Framework for Spiking Neural Networks Jianxiong Tang Jianhuang Lai Xiaohua Xie Lingxiao Yang Weimin Zheng 69 15 0 19 Jun 2022
Spiking Neural Networks for Frame-based and Event-based Single Object Localization Sami Barchid José Mennesson J. Eshraghian Chaabane Djéraba Bennamoun 58 32 0 13 Jun 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 50 26 0 31 May 2022
Converting Artificial Neural Networks to Spiking Neural Networks via Parameter Calibration Yuhang Li Shi-Wee Deng Xin Dong Shi Gu 90 24 0 06 May 2022
Training High-Performance Low-Latency Spiking Neural Networks by Differentiation on Spike Representation Qingyan Meng Mingqing Xiao Shen Yan Yisen Wang Zhouchen Lin Zhimin Luo 82 142 0 01 May 2022
Efficient and Accurate Conversion of Spiking Neural Network with Burst Spikes Yang Li Yi Zeng 80 58 0 28 Apr 2022
MAP-SNN: Mapping Spike Activities with Multiplicity, Adaptability, and Plasticity into Bio-Plausible Spiking Neural Networks Chengting Yu Yang-Guang Du Mufeng Chen Aili Wang Gaoang Wang Erping Li AAML 95 3 0 21 Apr 2022
Temporal Efficient Training of Spiking Neural Network via Gradient Re-weighting Shi-Wee Deng Yuhang Li Shanghang Zhang Shi Gu 230 257 0 24 Feb 2022
Optimized Potential Initialization for Low-latency Spiking Neural Networks Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 162 90 0 03 Feb 2022
AutoSNN: Towards Energy-Efficient Spiking Neural Networks Byunggook Na J. Mok Seongsik Park Dongjin Lee Hyeokjun Choe Sungroh Yoon 144 67 0 30 Jan 2022
S $^3$ NN: Time Step Reduction of Spiking Surrogate Gradients for Training Energy Efficient Single-Step Spiking Neural Networks Kazuma Suetake Shin-ichi Ikegawa Ryuji Saiin Yoshihide Sawada 72 4 0 26 Jan 2022
Neural Architecture Search for Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Priyadarshini Panda 104 92 0 23 Jan 2022
Advancing Spiking Neural Networks towards Deep Residual Learning Yifan Hu Lei Deng Yujie Wu Man Yao Guoqi Li 81 96 0 15 Dec 2021
Advancing Deep Residual Learning by Solving the Crux of Degradation in Spiking Neural Networks Yifan Hu Yujie Wu Lei Deng Guoqi Li 56 5 0 09 Dec 2021
Keys to Accurate Feature Extraction Using Residual Spiking Neural Networks Alex Vicente-Sola D. L. Manna Paul Kirkland G. D. Caterina Trevor Bihl University of Strathclyde 53 22 0 10 Nov 2021
Beyond Classification: Directly Training Spiking Neural Networks for Semantic Segmentation Youngeun Kim Joshua Chough Priyadarshini Panda 101 81 0 14 Oct 2021
One Timestep is All You Need: Training Spiking Neural Networks with Ultra Low Latency Sayeed Shafayet Chowdhury Nitin Rathi Kaushik Roy 83 41 0 01 Oct 2021
A Free Lunch From ANN: Towards Efficient, Accurate Spiking Neural Networks Calibration Yuhang Li Shi-Wee Deng Xin Dong Ruihao Gong Shi Gu 73 195 0 13 Jun 2021
Training Energy-Efficient Deep Spiking Neural Networks with Time-to-First-Spike Coding Seongsik Park Sungroh Yoon 45 9 0 04 Jun 2021
BSNN: Towards Faster and Better Conversion of Artificial Neural Networks to Spiking Neural Networks with Bistable Neurons Yang Li Yi Zeng Dongcheng Zhao 64 27 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 99 157 0 25 May 2021
Noise-Robust Deep Spiking Neural Networks with Temporal Information Seongsik Park Dongjin Lee Sungroh Yoon 45 15 0 22 Apr 2021
PrivateSNN: Privacy-Preserving Spiking Neural Networks Youngeun Kim Yeshwanth Venkatesha Priyadarshini Panda 69 23 0 07 Apr 2021
Visual Explanations from Spiking Neural Networks using Interspike Intervals Youngeun Kim Priyadarshini Panda AAML FAtt 78 47 0 26 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 83 16 0 01 Mar 2021
Optimal Conversion of Conventional Artificial Neural Networks to Spiking Neural Networks Shi-Wee Deng Shi Gu 206 207 0 28 Feb 2021
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 231 502 0 08 Feb 2021
Going Deeper With Directly-Trained Larger Spiking Neural Networks Hanle Zheng Yujie Wu Lei Deng Yifan Hu Guoqi Li 78 530 0 29 Oct 2020
Deep Reinforcement Learning with Population-Coded Spiking Neural Network for Continuous Control Guangzhi Tang Neelesh Kumar Raymond Yoo Konstantinos Michmizos 120 77 0 19 Oct 2020
Revisiting Batch Normalization for Training Low-latency Deep Spiking Neural Networks from Scratch Youngeun Kim Priyadarshini Panda 108 175 0 05 Oct 2020
TCL: an ANN-to-SNN Conversion with Trainable Clipping Layers Nguyen-Dong Ho I. Chang 70 52 0 11 Aug 2020
DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks Nitin Rathi Kaushik Roy 121 135 0 09 Aug 2020
Neuromorphic Computing for Content-based Image Retrieval Te-Yuan Liu A. Mahjoubfar Daniel Prusinski Luis Stevens VLM 51 11 0 04 Aug 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 178 531 0 11 Jul 2020
Training Deep Spiking Neural Networks Eimantas Ledinauskas J. Ruseckas Alfonsas Jursenas Giedrius Burachas 98 55 0 08 Jun 2020
Convolutional Spiking Neural Networks for Spatio-Temporal Feature Extraction Alireza Samadzadeh Fatemeh Sadat Tabatabaei Far Ali Javadi A. Nickabadi M. Chehreghani 102 53 0 27 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 93 21 0 26 Mar 2020