Reducing ANN-SNN Conversion Error through Residual Membrane Potential

4 February 2023

Tiejun Huang

Papers citing "Reducing ANN-SNN Conversion Error through Residual Membrane Potential"

37 / 37 papers shown

Title
Efficient Spiking Point Mamba for Point Cloud Analysis Peixi Wu Bosong Chai Menghua Zheng Wei Li Zhangchi Hu Jie Chen Zheyu Zhang H. Li Xiaoyan Sun Mamba 40 0 0 19 Apr 2025
DTA: Dual Temporal-channel-wise Attention for Spiking Neural Networks Minje Kim Minjun Kim Xu Yang 36 0 0 13 Mar 2025
Differential Coding for Training-Free ANN-to-SNN Conversion Zihan Huang Wei Fang Tong Bu Peng Xue Zecheng Hao Wenxuan Liu Yuanhong Tang Zhaofei Yu Tiejun Huang 36 0 0 01 Mar 2025
Spiking Transformer:Introducing Accurate Addition-Only Spiking Self-Attention for Transformer Yufei Guo Xiaode Liu Y. Chen Weihang Peng Yuhan Zhang Zhe Ma MQ 43 0 0 28 Feb 2025
Towards High-performance Spiking Transformers from ANN to SNN Conversion Zihan Huang Xinyu Shi Zecheng Hao Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 28 7 0 28 Feb 2025
Adaptive Calibration: A Unified Conversion Framework of Spiking Neural Network Z. Wang Yuetong Fang Jiahang Cao Hongwei Ren Renjing Xu 70 2 0 18 Dec 2024
Faster and Stronger: When ANN-SNN Conversion Meets Parallel Spiking Calculation Zecheng Hao Zhaofei Yu Tiejun Huang 62 0 0 18 Dec 2024
Efficient 3D Recognition with Event-driven Spike Sparse Convolution Xuerui Qiu Man Yao Jieyuan Zhang Yuhong Chou Ning Qiao Shibo Zhou Bo Xu Guoqi Li 3DPC 70 4 0 10 Dec 2024
Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based Backpropagation Chengting Yu Lei Liu Gaoang Wang Erping Li Aili Wang 21 1 0 15 Oct 2024
Sign Gradient Descent-based Neuronal Dynamics: ANN-to-SNN Conversion Beyond ReLU Network Hyunseok Oh Youngki Lee 35 1 0 01 Jul 2024
Self-Distillation Learning Based on Temporal-Spatial Consistency for Spiking Neural Networks Lin Zuo Yongqi Ding Mengmeng Jing Kunshan Yang Yunqian Yu 41 3 0 12 Jun 2024
Spiking Neural Networks with Consistent Mapping Relations Allow High-Accuracy Inference Yang Li Xiang-Yu He Qingqun Kong Yi Zeng 24 0 0 08 Jun 2024
Context Gating in Spiking Neural Networks: Achieving Lifelong Learning through Integration of Local and Global Plasticity Jiangrong Shen Wenyao Ni Qi Xu Gang Pan Huajin Tang CLL 29 0 0 04 Jun 2024
Converting High-Performance and Low-Latency SNNs through Explicit Modelling of Residual Error in ANNs Zhipeng Huang Jianhao Ding Zhiyu Pan Haoran Li Ying Fang Zhaofei Yu Jian K. Liu 20 0 0 26 Apr 2024
Towards free-response paradigm: a theory on decision-making in spiking neural networks Zhichao Zhu Yang Qi Wenlian Lu Zhigang Wang Lu Cao Jianfeng Feng 14 1 0 16 Apr 2024
FTBC: Forward Temporal Bias Correction for Optimizing ANN-SNN Conversion Xiaofeng Wu V. Bojkovic Bin Gu Kun Suo Kai Zou 20 3 0 27 Mar 2024
Optimal ANN-SNN Conversion with Group Neurons Liuzhenghao Lv Wei Fang Li Yuan Yonghong Tian 35 3 0 29 Feb 2024
LM-HT SNN: Enhancing the Performance of SNN to ANN Counterpart through Learnable Multi-hierarchical Threshold Model Zecheng Hao Xinyu Shi Zhiyu Pan Yujia Liu Zhaofei Yu Tiejun Huang 16 4 0 01 Feb 2024
Take A Shortcut Back: Mitigating the Gradient Vanishing for Training Spiking Neural Networks Yu-Zhu Guo Y. Chen 13 2 0 09 Jan 2024
When Bio-Inspired Computing meets Deep Learning: Low-Latency, Accurate, & Energy-Efficient Spiking Neural Networks from Artificial Neural Networks Gourav Datta Zeyu Liu James Diffenderfer B. Kailkhura P. Beerel 33 0 0 12 Dec 2023
Ternary Spike: Learning Ternary Spikes for Spiking Neural Networks Yu-Zhu Guo Y. Chen Xiaode Liu Weihang Peng Yuhan Zhang Xuhui Huang Zhe Ma 20 26 0 11 Dec 2023
Noise Adaptor in Spiking Neural Networks Chen Li Bipin Rajendran 20 0 0 08 Dec 2023
SpikingJelly: An open-source machine learning infrastructure platform for spike-based intelligence Wei Fang Yanqing Chen Jianhao Ding Zhaofei Yu T. Masquelier Ding Chen Liwei Huang Huihui Zhou Guoqi Li Yonghong Tian 18 193 0 25 Oct 2023
LC-TTFS: Towards Lossless Network Conversion for Spiking Neural Networks with TTFS Coding Qu Yang Malu Zhang Jibin Wu Kay Chen Tan Haizhou Li 16 9 0 23 Oct 2023
Spiking PointNet: Spiking Neural Networks for Point Clouds Dayong Ren Zhe Ma Y. Chen Weihang Peng Xiaode Liu Yuhan Zhang Yu-Zhu Guo 3DH 3DPC 20 9 0 10 Oct 2023
Membrane Potential Batch Normalization for Spiking Neural Networks Yu-Zhu Guo Yuhan Zhang Y. Chen Weihang Peng Xiaode Liu Liwen Zhang Xuhui Huang Zhe Ma AAML 27 36 0 16 Aug 2023
RMP-Loss: Regularizing Membrane Potential Distribution for Spiking Neural Networks Yu-Zhu Guo Xiaode Liu Y. Chen Liwen Zhang Weihang Peng Yuhan Zhang Xuhui Huang Zhe Ma AAML MQ 36 23 0 13 Aug 2023
Gated Attention Coding for Training High-performance and Efficient Spiking Neural Networks Xuerui Qiu Rui-Jie Zhu Yuhong Chou Zhaorui Wang Liang-Jian Deng Guoqi Li 21 28 0 12 Aug 2023
Sharing Leaky-Integrate-and-Fire Neurons for Memory-Efficient Spiking Neural Networks Youngeun Kim Yuhang Li Abhishek Moitra Ruokai Yin Priyadarshini Panda 20 10 0 26 May 2023
Parallel Spiking Neurons with High Efficiency and Ability to Learn Long-term Dependencies Wei Fang Zhaofei Yu Zhaokun Zhou Ding Chen Yanqing Chen Zhengyu Ma T. Masquelier Yonghong Tian 16 39 0 25 Apr 2023
Unleashing the Potential of Spiking Neural Networks by Dynamic Confidence Chen Li Edward Jones Steve Furber 21 17 0 17 Mar 2023
Optimal ANN-SNN Conversion for High-accuracy and Ultra-low-latency Spiking Neural Networks Tong Bu Wei Fang Jianhao Ding Penglin Dai Zhaofei Yu Tiejun Huang 105 191 0 08 Mar 2023
TCJA-SNN: Temporal-Channel Joint Attention for Spiking Neural Networks Rui-Jie Zhu Tian-Jing Zhang Qihang Zhao Haoyu Deng Yule Duan Liang-Jian Deng AI4TS 31 54 0 21 Jun 2022
SNN2ANN: A Fast and Memory-Efficient Training Framework for Spiking Neural Networks Jianxiong Tang Jianhuang Lai Xiaohua Xie Lingxiao Yang Weimin Zheng 8 12 0 19 Jun 2022
Temporal Efficient Training of Spiking Neural Network via Gradient Re-weighting Shi-Wee Deng Yuhang Li Shanghang Zhang Shi Gu 112 240 0 24 Feb 2022
Optimized Potential Initialization for Low-latency Spiking Neural Networks Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 99 86 0 03 Feb 2022
Optimal Conversion of Conventional Artificial Neural Networks to Spiking Neural Networks Shi-Wee Deng Shi Gu 116 197 0 28 Feb 2021