Optimal ANN-SNN Conversion for Fast and Accurate Inference in Deep Spiking Neural Networks

25 May 2021

Yonghong Tian

Papers citing "Optimal ANN-SNN Conversion for Fast and Accurate Inference in Deep Spiking Neural Networks"

50 / 75 papers shown

Title
SPACE: SPike-Aware Consistency Enhancement for Test-Time Adaptation in Spiking Neural Networks Xinyu Luo Kecheng Chen P. Sun Chris Xing Tian Arindam Basu Haoliang Li TTA 76 0 0 03 Apr 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
DTA: Dual Temporal-channel-wise Attention for Spiking Neural Networks Minje Kim Minjun Kim Xu Yang 38 0 0 13 Mar 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 30 7 0 28 Feb 2025
Spiking Neural Network Feature Discrimination Boosts Modality Fusion Katerina Maria Oikonomou Ioannis Kansizoglou Antonios Gasteratos 41 0 0 05 Feb 2025
Adaptive Calibration: A Unified Conversion Framework of Spiking Neural Network Zehua Wang Yuetong Fang Jiahang Cao Hongwei Ren Renjing Xu 77 2 0 18 Dec 2024
Noise Adaptor: Enhancing Low-Latency Spiking Neural Networks through Noise-Injected Low-Bit ANN Conversion Chen Li Bipin Rajendran 66 0 0 26 Nov 2024
Flashy Backdoor: Real-world Environment Backdoor Attack on SNNs with DVS Cameras Roberto Riaño Gorka Abad S. Picek A. Urbieta AAML 36 0 0 05 Nov 2024
Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based Backpropagation Chengting Yu Lei Liu Gaoang Wang Erping Li Aili Wang 26 1 0 15 Oct 2024
Deep activity propagation via weight initialization in spiking neural networks Aurora Micheli O. Booij J. C. V. Gemert Nergis Tömen 28 0 0 01 Oct 2024
Spiking Diffusion Models Jiahang Cao Hanzhong Guo Ziqing Wang Deming Zhou Hao Cheng Qiang Zhang Renjing Xu DiffM 43 3 0 29 Aug 2024
Obtaining Optimal Spiking Neural Network in Sequence Learning via CRNN-SNN Conversion Jiahao Su Kang You Zekai Xu Weizhi Xu Zhezhi He 26 0 0 18 Aug 2024
Signal-SGN: A Spiking Graph Convolutional Network for Skeletal Action Recognition via Learning Temporal-Frequency Dynamics Naichuan Zheng Hailun Xia Dapeng Liu 21 0 0 03 Aug 2024
Accurate Mapping of RNNs on Neuromorphic Hardware with Adaptive Spiking Neurons Gauthier Boeshertz Giacomo Indiveri M. Nair Alpha Renner 33 2 0 18 Jul 2024
SpikeZIP-TF: Conversion is All You Need for Transformer-based SNN Kang You Zekai Xu Chen Nie Zhijie Deng Qinghai Guo Xiang Wang Zhezhi He 40 10 0 05 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 35 1 0 04 Jun 2024
Towards Efficient Deep Spiking Neural Networks Construction with Spiking Activity based Pruning Yaxin Li Qi Xu Jiangrong Shen Hongming Xu Long Chen Gang Pan 44 5 0 03 Jun 2024
Pedestrian intention prediction in Adverse Weather Conditions with Spiking Neural Networks and Dynamic Vision Sensors Mustafa Sakhai Szymon Mazurek Jakub Caputa Jan K. Argasiñski Maciej Wielgosz 35 3 0 01 Jun 2024
Advancing Spiking Neural Networks for Sequential Modeling with Central Pattern Generators Changze Lv Dongqi Han Yansen Wang Xiaoqing Zheng Xuanjing Huang Dongsheng Li 32 0 0 23 May 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 31 0 0 26 Apr 2024
FTBC: Forward Temporal Bias Correction for Optimizing ANN-SNN Conversion Xiaofeng Wu V. Bojkovic Bin Gu Kun Suo Kai Zou 25 3 0 27 Mar 2024
Spiking Wavelet Transformer Yuetong Fang Ziqing Wang Lingfeng Zhang Jiahang Cao Honglei Chen Renjing Xu 61 5 0 17 Mar 2024
Optimal ANN-SNN Conversion with Group Neurons Liuzhenghao Lv Wei Fang Li Yuan Yonghong Tian 37 3 0 29 Feb 2024
Efficient and Effective Time-Series Forecasting with Spiking Neural Networks Changze Lv Yansen Wang Dongqi Han Xiaoqing Zheng Xuanjing Huang Dongsheng Li AI4TS TPM 31 4 0 02 Feb 2024
One-Spike SNN: Single-Spike Phase Coding with Base Manipulation for ANN-to-SNN Conversion Loss Minimization Sangwoo Hwang Jaeha Kung 37 9 0 30 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 40 0 0 12 Dec 2023
Noise Adaptor in Spiking Neural Networks Chen Li Bipin Rajendran 39 0 0 08 Dec 2023
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
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 23 202 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 24 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 23 0 10 Oct 2023
Highly Efficient SNNs for High-speed Object Detection Nemin Qiu Zhiguo Li Yuan Li Chuang Zhu 22 0 0 27 Sep 2023
Low Latency of object detection for spikng neural network Nemin Qiu Chuang Zhu 17 0 0 27 Sep 2023
Chasing Day and Night: Towards Robust and Efficient All-Day Object Detection Guided by an Event Camera Jiahang Cao Xueye Zheng Y. Lyu Jiaxu Wang Renjing Xu Lin Wang 26 14 0 17 Sep 2023
Artificial to Spiking Neural Networks Conversion for Scientific Machine Learning Qian Zhang Chen-Chun Wu Adar Kahana Youngeun Kim Yuhang Li George Karniadakis Priyadarshini Panda 25 9 0 31 Aug 2023
SpikeBERT: A Language Spikformer Learned from BERT with Knowledge Distillation Changze Lv Tianlong Li Jianhan Xu Chenxi Gu Zixuan Ling Cenyuan Zhang Xiaoqing Zheng Xuanjing Huang 39 7 0 29 Aug 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
AutoST: Training-free Neural Architecture Search for Spiking Transformers Ziqing Wang Qidong Zhao Jinku Cui Xu Liu Dongkuan Xu 21 5 0 01 Jul 2023
Spiking Denoising Diffusion Probabilistic Models Jiahang Cao Ziqing Wang Hanzhong Guo Haotai Cheng Qiang Zhang Renjing Xu DiffM 22 19 0 29 Jun 2023
Spiking Neural Network for Ultra-low-latency and High-accurate Object Detection Jinye Qu Zeyu Gao Tielin Zhang Yan-Feng Lu Huajin Tang Hong Qiao 16 18 0 21 Jun 2023
Spike timing reshapes robustness against attacks in spiking neural networks Jianhao Ding Zhaofei Yu Tiejun Huang Jian K. Liu AAML 24 1 0 09 Jun 2023
ESL-SNNs: An Evolutionary Structure Learning Strategy for Spiking Neural Networks Jiangrong Shen Qi Xu Jian K. Liu Yueming Wang Gang Pan Huajin Tang 22 41 0 06 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 17 16 0 26 May 2023
Exploiting Noise as a Resource for Computation and Learning in Spiking Neural Networks Gehua (Marcus) Ma Rui Yan Huajin Tang 34 21 0 25 May 2023
Toward stochastic neural computing Yang Qi Zhichao Zhu Yiming Wei Lu Cao Zhigang Wang Jie Zhang Wenlian Lu Jianfeng Feng 16 3 0 23 May 2023
Temporal Contrastive Learning for Spiking Neural Networks Haonan Qiu Zeyin Song Yanqing Chen Munan Ning Wei Fang Tao Sun Zhengyu Ma Liuliang Yuan Yonghong Tian 11 1 0 23 May 2023
Neuromorphic Computing with AER using Time-to-Event-Margin Propagation Madhuvanthi Srivatsav S. Chakrabartty Chetan Singh Thakur 19 1 0 27 Apr 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 29 39 0 25 Apr 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 61 0 12 Apr 2023