LIAF-Net: Leaky Integrate and Analog Fire Network for Lightweight and Efficient Spatiotemporal Information Processing

IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020

12 November 2020

Papers citing "LIAF-Net: Leaky Integrate and Analog Fire Network for Lightweight and Efficient Spatiotemporal Information Processing"

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Title
Biologically Plausible Learning via Bidirectional Spike-Based Distillation Changze Lv Y. Wang Y. Zhang Yiyang Lu Jingwen Xu Di Yu Xin Du Xuanjing Huang Xiaoqing Zheng 48 0 0 24 Sep 2025
$Incorporating the Refractory Period into Spiking Neural Networks through Spike-Triggered Threshold Dynamics$ Incorporating the Refractory Period into Spiking Neural Networks through Spike-Triggered Threshold Dynamics Y. Li Xinyi Zeng Zhe Xue Pinxian Zeng Z. Zhang Yan Wang 52 0 0 22 Sep 2025
Revealing Latent Information: A Physics-inspired Self-supervised Pre-training Framework for Noisy and Sparse Events Lin Zhu Ruonan Liu Xiao Wang Lizhi Wang Hua Huang 56 0 0 07 Aug 2025
Towards Efficient and Accurate Spiking Neural Networks via Adaptive Bit Allocation Xingting Yao Qinghao Hu Fei Zhou Tielong Liu Gang Li Peisong Wang Jian Cheng MQ 106 0 0 30 Jun 2025
Efficient ANN-Guided Distillation: Aligning Rate-based Features of Spiking Neural Networks through Hybrid Block-wise ReplacementComputer Vision and Pattern Recognition (CVPR), 2025 Shu Yang Chao Yu Lei Liu Hanzhi Ma Aili Wang Erping Li 163 5 0 20 Mar 2025
Gated Parametric Neuron for Spike-based Audio Recognition Haoran Wang Herui Zhang Siyang Li Dongrui Wu 192 1 0 02 Dec 2024
Scaling Spike-driven Transformer with Efficient Spike Firing Approximation TrainingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 Man Yao Xuerui Qiu Tianxiang Hu J. Hu Yuhong Chou Keyu Tian Jianxing Liao Luziwei Leng Bo Xu Guoqi Li 248 34 0 25 Nov 2024
Spatial-Temporal Search for Spiking Neural Networks Kaiwei Che Zhaokun Zhou Li-xin Yuan Jianguo Zhang Yonghong Tian Luziwei Leng 116 1 0 24 Oct 2024
Enhancing SNN-based Spatio-Temporal Learning: A Benchmark Dataset and Cross-Modality Attention ModelNeural Networks (NN), 2024 Shibo Zhou Bo Yang Mengwen Yuan Runhao Jiang Rui Yan Gang Pan Huajin Tang 100 11 0 21 Oct 2024
A dynamic vision sensor object recognition model based on trainable event-driven convolution and spiking attention mechanism Peng Zheng Qian Zhou BDL 180 0 0 19 Sep 2024
TRIP: Trainable Region-of-Interest Prediction for Hardware-Efficient Neuromorphic Processing on Event-based Vision Cina Arjmand Yingfu Xu K. Shidqi Alexandra Dobrita K. Vadivel Paul Detterer Manolis Sifalakis Amirreza Yousefzadeh Guangzhi Tang 160 2 0 25 Jun 2024
NeuroMoCo: A Neuromorphic Momentum Contrast Learning Method for Spiking Neural Networks Yuqi Ma Huamin Wang Hangchi Shen Xuemei Chen Shukai Duan Shiping Wen 209 0 0 10 Jun 2024
Autaptic Synaptic Circuit Enhances Spatio-temporal Predictive Learning of Spiking Neural Networks Lihao Wang Zhaofei Yu 213 8 0 01 Jun 2024
High-Performance Temporal Reversible Spiking Neural Networks with $O(L)$ Training Memory and $O(1)$ Inference Cost Jiakui Hu Man Yao Xuerui Qiu Yuhong Chou Yuxuan Cai Ning Qiao Yonghong Tian Boxing Xu Guoqi Li AI4CE 145 18 0 26 May 2024
Fourier or Wavelet bases as counterpart self-attention in spikformer for efficient visual classification Qingyu Wang Duzhen Zhang Tilelin Zhang Bo Xu 158 0 0 27 Mar 2024
Data-efficient Event Camera Pre-training via Disentangled Masked Modeling Zhenpeng Huang Chao Li Hao Chen Yongjian Deng Yifeng Geng Limin Wang 123 5 0 01 Mar 2024
Parallel Spiking Unit for Efficient Training of Spiking Neural Networks Yang Li Yinqian Sun Xiang He Yiting Dong Dongcheng Zhao Yi Zeng 221 5 0 01 Feb 2024
Enhancing Adaptive History Reserving by Spiking Convolutional Block Attention Module in Recurrent Neural NetworksNeural Information Processing Systems (NeurIPS), 2024 Qi Xu Yuyuan Gao Jiangrong Shen Yaxin Li Xuming Ran Huajin Tang Gang Pan 223 18 0 08 Jan 2024
Spikformer V2: Join the High Accuracy Club on ImageNet with an SNN Ticket Zhaokun Zhou Kaiwei Che Wei Fang Keyu Tian Yuesheng Zhu Shuicheng Yan Yonghong Tian Liuliang Yuan ViT 223 43 0 04 Jan 2024
Event-based Shape from Polarization with Spiking Neural Networks Pengxin Kang Srutarshi Banerjee Henry H. Chopp Aggelos K. Katsaggelos O. Cossairt 120 1 0 26 Dec 2023
Memory-Efficient Reversible Spiking Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2023 Hong Zhang Yu Zhang 132 11 0 13 Dec 2023
Adversarially Robust Spiking Neural Networks Through Conversion Ozan Özdenizci Robert Legenstein AAML 188 15 0 15 Nov 2023
SynA-ResNet: Spike-driven ResNet Achieved through OR Residual Connection Yimeng Shan Xuerui Qiu Rui-jie Zhu Nhan Duy Truong Malu Zhang Haicheng Qu 247 1 0 11 Nov 2023
Tensor Decomposition Based Attention Module for Spiking Neural NetworksKnowledge-Based Systems (KBS), 2023 Haoyu Deng Rui-jie Zhu Xuerui Qiu Yule Duan Malu Zhang Liang-Jian Deng 182 15 0 23 Oct 2023
Spike-based Neuromorphic Computing for Next-Generation Computer Vision Md. Sakib Hasan Catherine D. Schuman Zhongyang Zhang Tauhidur Rahman Garrett S. Rose 229 2 0 15 Oct 2023
Advanced Efficient Strategy for Detection of Dark Objects Based on Spiking Network with Multi-Box Detection Muna. H. Ali Baoqun Yin Hazrat Bilal Aakash Kumar Ali Muhammad Shaikh Avinash Rohra ObjD 136 61 0 10 Oct 2023
Brain-inspired Evolutionary Architectures for Spiking Neural NetworksIEEE Transactions on Artificial Intelligence (IEEE TAI), 2023 Wenxuan Pan Feifei Zhao Zhuoya Zhao Yi Zeng 181 5 0 11 Sep 2023
Membrane Potential Batch Normalization for Spiking Neural NetworksIEEE International Conference on Computer Vision (ICCV), 2023 Yu-Zhu Guo Yuhan Zhang Y. Chen Weihang Peng Xiaode Liu Liwen Zhang Xuhui Huang Zhe Ma AAML 148 51 0 16 Aug 2023
RMP-Loss: Regularizing Membrane Potential Distribution for Spiking Neural NetworksIEEE International Conference on Computer Vision (ICCV), 2023 Yu-Zhu Guo Xiaode Liu Y. Chen Liwen Zhang Weihang Peng Yuhan Zhang Xuhui Huang Zhe Ma AAML MQ 149 30 0 13 Aug 2023
SSTFormer: Bridging Spiking Neural Network and Memory Support Transformer for Frame-Event based RecognitionIEEE Transactions on Cognitive and Developmental Systems (IEEE TCDS), 2023 Tianlin Li Zong-Yao Wu Yao Rong Lin Zhu Bowei Jiang Jin Tang Yonghong Tian ViT 253 20 0 08 Aug 2023
Attention-free Spikformer: Mixing Spike Sequences with Simple Linear Transforms Qingyu Wang Duzhen Zhang Tielin Zhang Bo Xu 123 3 0 02 Aug 2023
Deep Multi-Threshold Spiking-UNet for Image ProcessingNeurocomputing (Neurocomputing), 2023 Hebei Li Yueyi Zhang Zhiwei Xiong Xiaoyan Sun 185 13 0 20 Jul 2023
AutoST: Training-free Neural Architecture Search for Spiking TransformersIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Ziqing Wang Qidong Zhao Jinku Cui Xu Liu Dongkuan Xu 165 7 0 01 Jul 2023
Razor SNN: Efficient Spiking Neural Network with Temporal EmbeddingsInternational Conference on Artificial Neural Networks (ICANN), 2023 Yuan Zhang Jian Cao Ling Zhang Jue Chen Wenyu Sun Yuan Wang 78 1 0 30 Jun 2023
ESL-SNNs: An Evolutionary Structure Learning Strategy for Spiking Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2023 Jiangrong Shen Qi Xu Jian K. Liu Yueming Wang Gang Pan Huajin Tang 94 49 0 06 Jun 2023
Auto-Spikformer: Spikformer Architecture SearchFrontiers in Neuroscience (Front. Neurosci.), 2023 Kaiwei Che Zhaokun Zhou Zhengyu Ma Wei Fang Yanqing Chen Shuaijie Shen Liuliang Yuan Yonghong Tian 178 11 0 01 Jun 2023
Exploiting Noise as a Resource for Computation and Learning in Spiking Neural Networks Gehua (Marcus) Ma Rui Yan Huajin Tang 268 31 0 25 May 2023
Improving Stability and Performance of Spiking Neural Networks through Enhancing Temporal ConsistencyPattern Recognition (Pattern Recogn.), 2023 Dongcheng Zhao Guobin Shen Yiting Dong Yang Li Yi Zeng 136 15 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 223 14 0 10 May 2023
Spikingformer: A Key Foundation Model for Spiking Neural Networks Chenlin Zhou Liutao Yu Zhaokun Zhou Zhengyu Ma Han Zhang Huihui Zhou Huihui Zhou Yonghong Tian 237 85 0 24 Apr 2023
Temporal Knowledge Sharing enable Spiking Neural Network Learning from Past and FutureIEEE Transactions on Artificial Intelligence (IEEE TAI), 2023 Yiting Dong Dongcheng Zhao Yi Zeng 148 13 0 13 Apr 2023
MSAT: Biologically Inspired Multi-Stage Adaptive Threshold for Conversion of Spiking Neural Networks Xiang He Yang Li Dongcheng Zhao Qingqun Kong Yi Zeng 107 10 0 23 Mar 2023
RN-Net: Reservoir Nodes-Enabled Neuromorphic Vision Sensing NetworkAdvanced Intelligent Systems (Adv. Intell. Syst.), 2023 Sangmin Yoo Eric Lee Ziyu Wang Xinxin Wang Wei D. Lu 243 10 0 19 Mar 2023
A Dynamic Graph CNN with Cross-Representation Distillation for Event-Based RecognitionAAAI Conference on Artificial Intelligence (AAAI), 2023 Yongjian Deng Hao Chen Bochen Xie Hai Liu Youfu Li 72 9 0 08 Feb 2023
Exploiting High Performance Spiking Neural Networks with Efficient Spiking PatternsIEEE Transactions on Emerging Topics in Computational Intelligence (TETCI), 2023 Guobin Shen Dongcheng Zhao Yi Zeng 128 15 0 29 Jan 2023
Optimising Event-Driven Spiking Neural Network with Regularisation and CutoffFrontiers in Neuroscience (Front. Neurosci.), 2023 Dengyu Wu Gao Jin Han Yu Xinping Yi Xiaowei Huang 189 3 0 23 Jan 2023
Spikeformer: A Novel Architecture for Training High-Performance Low-Latency Spiking Neural Network Yudong Li Yunlin Lei Xu Yang 140 32 0 19 Nov 2022
GLIF: A Unified Gated Leaky Integrate-and-Fire Neuron for Spiking Neural NetworksNeural Information Processing Systems (NeurIPS), 2022 Xing-Hua Yao Fanrong Li Zitao Mo Jianguo Cheng 220 121 0 25 Oct 2022
STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural NetworksFrontiers in Neuroscience (Front. Neurosci.), 2022 Chengting Yu Zheming Gu Da Li Gaoang Wang Aili Wang Erping Li 133 46 0 11 Oct 2022
Spikformer: When Spiking Neural Network Meets TransformerInternational Conference on Learning Representations (ICLR), 2022 Zhaokun Zhou Yuesheng Zhu Chao He Yaowei Wang Shuicheng Yan Yonghong Tian Liuliang Yuan 335 333 0 29 Sep 2022