Optimal ANN-SNN Conversion for High-accuracy and Ultra-low-latency Spiking Neural Networks

8 March 2023

Tiejun Huang

Papers citing "Optimal ANN-SNN Conversion for High-accuracy and Ultra-low-latency Spiking Neural Networks"

34 / 34 papers shown

Title
Self-cross Feature based Spiking Neural Networks for Efficient Few-shot Learning Qi Xu J. Zhu D. Zhou Hao Chen Yong-Jin Liu Jiangrong Shen Qiang Zhang 31 0 0 12 May 2025
PASCAL: Precise and Efficient ANN- SNN Conversion using Spike Accumulation and Adaptive Layerwise Activation Pranav Ramesh Gopalakrishnan Srinivasan 33 0 0 03 May 2025
ST-FlowNet: An Efficient Spiking Neural Network for Event-Based Optical Flow Estimation Hongze Sun Jun Wang Wuque Cai Duo Chen Qianqian Liao Jiayi He Yan Cui D. Yao Daqing Guo 60 0 0 13 Mar 2025
Temporal Separation with Entropy Regularization for Knowledge Distillation in Spiking Neural Networks Kairong Yu Chengting Yu Tianqing Zhang Xiaochen Zhao Shu Yang Hongwei Wang Qiang Zhang Qi Xu 66 3 0 05 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 1 0 28 Feb 2025
Neuromorphic Wireless Split Computing with Multi-Level Spikes Dengyu Wu Jiechen Chen Bipin Rajendran H. Vincent Poor Osvaldo Simeone 44 1 0 07 Nov 2024
Multi-Bit Mechanism: A Novel Information Transmission Paradigm for Spiking Neural Networks Yongjun Xiao Xianlong Tian Yongqi Ding Pei He Mengmeng Jing Lin Zuo MQ 32 1 0 08 Jul 2024
SpikeLLM: Scaling up Spiking Neural Network to Large Language Models via Saliency-based Spiking Xingrun Xing Boyan Gao Zheng Zhang David A. Clifton Shitao Xiao LI DU Guoqi Li Jiajun Zhang 55 5 0 05 Jul 2024
Optimal ANN-SNN Conversion with Group Neurons Liuzhenghao Lv Wei Fang Li Yuan Yonghong Tian 37 3 0 29 Feb 2024
Bayesian Inference Accelerator for Spiking Neural Networks Prabodh Katti Anagha Nimbekar Chen Li Amit Acharyya Bashir M. Al-Hashimi Bipin Rajendran TPM 15 2 0 27 Jan 2024
Applications of Spiking Neural Networks in Visual Place Recognition S. Hussaini Michael Milford Tobias Fischer 66 6 0 22 Nov 2023
Pursing the Sparse Limitation of Spiking Deep Learning Structures Hao-Ran Cheng Jiahang Cao Erjia Xiao Mengshu Sun Le Yang Jize Zhang Xue Lin B. Kailkhura Kaidi Xu Renjing Xu 16 1 0 18 Nov 2023
Energy-Efficient Visual Search by Eye Movement and Low-Latency Spiking Neural Network Yunhui Zhou Dongqi Han Yuguo Yu 3DH 31 0 0 10 Oct 2023
Automotive Object Detection via Learning Sparse Events by Spiking Neurons Hu Zhang Yanchen Li Luziwei Leng Kaiwei Che Qian Liu Qinghai Guo Jianxing Liao Ran Cheng 34 6 0 24 Jul 2023
Long Short-term Memory with Two-Compartment Spiking Neuron Shimin Zhang Qu Yang Chenxiang Ma Jibin Wu Haizhou Li Kay Chen Tan 33 7 0 14 Jul 2023
InfLoR-SNN: Reducing Information Loss for Spiking Neural Networks Yu-Zhu Guo Y. Chen Liwen Zhang Xiaode Liu Xinyi Tong Yuanyuan Ou Xuhui Huang Zhe Ma AAML 41 3 0 10 Jul 2023
Auto-Spikformer: Spikformer Architecture Search Kaiwei Che Zhaokun Zhou Zhengyu Ma Wei Fang Yanqing Chen Shuaijie Shen Liuliang Yuan Yonghong Tian 29 4 0 01 Jun 2023
A Hybrid Neural Coding Approach for Pattern Recognition with Spiking Neural Networks Xinyi Chen Qu Yang Jibin Wu Haizhou Li Kay Chen Tan 19 16 0 26 May 2023
Improving Stability and Performance of Spiking Neural Networks through Enhancing Temporal Consistency Dongcheng Zhao Guobin Shen Yiting Dong Yang Li Yi Zeng 43 7 0 23 May 2023
Enhancing the Performance of Transformer-based Spiking Neural Networks by SNN-optimized Downsampling with Precise Gradient Backpropagation Chenlin Zhou Han Zhang Zhaokun Zhou Liutao Yu Zhengyu Ma Huihui Zhou Xiaopeng Fan Yonghong Tian 26 9 0 10 May 2023
Constructing Deep Spiking Neural Networks from Artificial Neural Networks with Knowledge Distillation Qi Xu Yaxin Li Jiangrong Shen Jian K. Liu Huajin Tang Gang Pan 19 62 0 12 Apr 2023
SEENN: Towards Temporal Spiking Early-Exit Neural Networks Yuhang Li Tamar Geller Youngeun Kim Priyadarshini Panda 24 37 0 02 Apr 2023
Towards Memory- and Time-Efficient Backpropagation for Training Spiking Neural Networks Qingyan Meng Mingqing Xiao Shen Yan Yisen Wang Zhouchen Lin Zhimin Luo 23 37 0 28 Feb 2023
Bridging the Gap between ANNs and SNNs by Calibrating Offset Spikes Zecheng Hao Jianhao Ding Tong Bu Tiejun Huang Zhaofei Yu 43 40 0 21 Feb 2023
Reducing ANN-SNN Conversion Error through Residual Membrane Potential Zecheng Hao Tong Bu Jianhao Ding Tiejun Huang Zhaofei Yu 25 54 0 04 Feb 2023
Energy Efficient Training of SNN using Local Zeroth Order Method B. Mukhoty V. Bojkovic William de Vazelhes Giulia De Masi Huan Xiong Bin Gu 32 0 0 02 Feb 2023
Optimising Event-Driven Spiking Neural Network with Regularisation and Cutoff Dengyu Wu Gao Jin Han Yu Xinping Yi Xiaowei Huang 24 2 0 23 Jan 2023
An Exact Mapping From ReLU Networks to Spiking Neural Networks A. Stanojević Stanislaw Wo'zniak G. Bellec G. Cherubini A. Pantazi W. Gerstner 36 22 0 23 Dec 2022
Low Latency Conversion of Artificial Neural Network Models to Rate-encoded Spiking Neural Networks Zhanglu Yan Jun Zhou Weng-Fai Wong 32 2 0 27 Oct 2022
Ensembles of Compact, Region-specific & Regularized Spiking Neural Networks for Scalable Place Recognition S. Hussaini Michael Milford Tobias Fischer 32 9 0 19 Sep 2022
Optimal Conversion of Conventional Artificial Neural Networks to Spiking Neural Networks Shi-Wee Deng Shi Gu 118 200 0 28 Feb 2021
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 123 477 0 08 Feb 2021
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation Nitin Rathi G. Srinivasan Priyadarshini Panda Kaushik Roy 124 294 0 04 May 2020
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,198 0 01 Sep 2014