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Advancing Spiking Neural Networks towards Deep Residual Learning

15 December 2021

Lei Deng

Papers citing "Advancing Spiking Neural Networks towards Deep Residual Learning"

35 / 35 papers shown

Title
Attention via Synaptic Plasticity is All You Need: A Biologically Inspired Spiking Neuromorphic Transformer Kallol Mondal Ankush Kumar 49 0 0 18 Nov 2025
MS2Edge: Towards Energy-Efficient and Crisp Edge Detection with Multi-Scale Residual Learning in SNNs Yimeng Fan Changsong Liu Mingyang Li Yuzhou Dai Yanyan Liu Wei Zhang 34 0 0 05 Nov 2025
All in one timestep: Enhancing Sparsity and Energy efficiency in Multi-level Spiking Neural Networks A. Castagnetti Alain Pegatoquet Benoit Miramond 77 0 0 28 Oct 2025
SMTrack: End-to-End Trained Spiking Neural Networks for Multi-Object Tracking in RGB Videos Pengzhi Zhong Xinzhe Wang Dan Zeng Qihua Zhou Feixiang He Shuiwang Li 100 0 0 20 Aug 2025
SNNSIR: A Simple Spiking Neural Network for Stereo Image Restoration Ronghua Xu J. Xie Jing Nie Jiale Cao Yanwei Pang 82 0 0 17 Aug 2025
Learning Internal Biological Neuron Parameters and Complexity-Based Encoding for Improved Spiking Neural Networks Performance Zofia Rudnicka Janusz Szczepanski Agnieszka Pregowska 40 0 0 08 Aug 2025
S $^2$ M-Former: Spiking Symmetric Mixing Branchformer for Brain Auditory Attention Detection Jiaqi Wang Zhengyu Ma Xiongri Shen Chenlin Zhou Leilei Zhao Han Zhang Yi Zhong Siqi Cai Zhenxi Song Zhiguo Zhang 112 0 0 07 Aug 2025
SDSNN: A Single-Timestep Spiking Neural Network with Self-Dropping Neuron and Bayesian Optimization Changqing Xu Buxuan Song Yi Liu Xinfang Liao Wenbin Zheng Yintang Yang 64 0 0 01 Aug 2025
SPACT18: Spiking Human Action Recognition Benchmark Dataset with Complementary RGB and Thermal Modalities Yasser Ashraf Ahmed Sharshar V. Bojkovic Bin Gu 94 0 0 22 Jul 2025
IML-Spikeformer: Input-aware Multi-Level Spiking Transformer for Speech ProcessingIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2025 Zeyang Song Shimin Zhang Yuhong Chou Jibin Wu Haizhou Li 210 0 0 10 Jul 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 150 0 0 30 Jun 2025
SpikeSMOKE: Spiking Neural Networks for Monocular 3D Object Detection with Cross-Scale Gated Coding Xuemei Chen Huamin Wang Hangchi Shen Shukai Duan S. Wen Tingwen Huang 147 0 0 09 Jun 2025
Spiking Neural Networks Need High Frequency Information Yuetong Fang Deming Zhou Ziqing Wang Hongwei Ren Zecui Zeng Lusong Li Shibo Zhou Zhanchen Zhu 321 0 0 24 May 2025
SPKLIP: Aligning Spike Video Streams with Natural Language Yongchang Gao Meiling Jin Zhaofei Yu Tiejun Huang Guozhang Chen CLIP VLM 478 0 0 19 May 2025
$SpikeVideoFormer: An Efficient Spike-Driven Video Transformer with Hamming Attention and $\mathcal{O}(T)$ Complexity$ SpikeVideoFormer: An Efficient Spike-Driven Video Transformer with Hamming Attention and $\mathcal{O}(T)$ Complexity Shihao Zou Qingfeng Li Wei Ji Jingjing Li Yongkui Yang Guoqi Li Chao Dong 302 1 0 15 May 2025
CogniSNN: An Exploration to Random Graph Architecture based Spiking Neural Networks with Enhanced Depth-Scalability and Path-Plasticity Yongsheng Huang Peibo Duan Zhipeng Liu Kai Sun Changsheng Zhang Bin Zhang Mingkun Xu GNN 233 0 0 09 May 2025
TS-SNN: Temporal Shift Module for Spiking Neural Networks Kairong Yu Tianqing Zhang Qi Xu Gang Pan Hongwei Wang 1.0K 2 0 07 May 2025
Head-Tail-Aware KL Divergence in Knowledge Distillation for Spiking Neural Networks Tianqing Zhang Zixin Zhu Kairong Yu Hongwei Wang 922 0 0 29 Apr 2025
Surgical Scene Understanding in the Era of Foundation AI Models: A Comprehensive Review Ufaq Khan Umair Nawaz A. Qayyum Shazad Ashraf Yutong Xie Muhammad Haris Khan Muhammad Bilal Junaid Qadir 391 4 0 16 Feb 2025
DA-LIF: Dual Adaptive Leaky Integrate-and-Fire Model for Deep Spiking Neural NetworksIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025 Tianqing Zhang Kairong Yu Jian Zhang Hongwei Wang AI4CE 187 5 0 05 Feb 2025
Revolutionizing Communication with Deep Learning and XAI for Enhanced Arabic Sign Language Recognition Mazen Balat Rewaa Awaad A. Zaky Salah A. Aly 203 2 0 14 Jan 2025
Faster and Stronger: When ANN-SNN Conversion Meets Parallel Spiking Calculation Zecheng Hao Zhaofei Yu Kang Chen Yi Zhang Zhaofei Yu Tiejun Huang 386 0 0 18 Dec 2024
Efficient 3D Recognition with Event-driven Spike Sparse ConvolutionAAAI Conference on Artificial Intelligence (AAAI), 2024 Xuerui Qiu Man Yao Jieyuan Zhang Yuhong Chou Ning Qiao Shibo Zhou Bo Xu Guoqi Li 3DPC 354 9 0 10 Dec 2024
Deep activity propagation via weight initialization in spiking neural networksNeuro Inspired Computational Elements Workshop (NICE), 2024 Aurora Micheli Olaf Booij Jan van Gemert Nergis Tömen 208 1 0 01 Oct 2024
Spiking Transformer with Spatial-Temporal AttentionComputer Vision and Pattern Recognition (CVPR), 2024 Donghyun Lee Yuhang Li Youngeun Kim Shiting Xiao Priyadarshini Panda 345 11 0 29 Sep 2024
Toward End-to-End Bearing Fault Diagnosis for Industrial Scenarios with Spiking Neural Networks Lin Zuo Yongqi Ding Mengmeng Jing Kunshan Yang Biao Chen Yunqian Yu 253 2 0 17 Aug 2024
RTFormer: Re-parameter TSBN Spiking Transformer Hongzhi Wang Xiubo Liang Mengjian Li Tao Zhang 170 3 0 20 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 292 0 0 10 Jun 2024
MK-SGN: A Spiking Graph Convolutional Network with Multimodal Fusion and Knowledge Distillation for Skeleton-based Action Recognition Naichuan Zheng Hailun Xia Zeyu Liang Yuchen Du 282 2 0 16 Apr 2024
Spiking Wavelet Transformer Yuetong Fang Ziqing Wang Lingfeng Zhang Jiahang Cao Honglei Chen Renjing Xu 277 14 0 17 Mar 2024
TT-SNN: Tensor Train Decomposition for Efficient Spiking Neural Network TrainingDesign, Automation and Test in Europe (DATE), 2024 Donghyun Lee Ruokai Yin Youngeun Kim Abhishek Moitra Yuhang Li Priyadarshini Panda 173 6 0 15 Jan 2024
Inherent Redundancy in Spiking Neural NetworksIEEE International Conference on Computer Vision (ICCV), 2023 Man Yao J. Hu Guangshe Zhao Yaoyuan Wang Ziyang Zhang Boxing Xu Guoqi Li 151 25 0 16 Aug 2023
Gated Attention Coding for Training High-performance and Efficient Spiking Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2023 Xuerui Qiu Rui-Jie Zhu Yuhong Chou Zhaorui Wang Liang-Jian Deng Guoqi Li 220 52 0 12 Aug 2023
Spike-driven TransformerNeural Information Processing Systems (NeurIPS), 2023 Man Yao Jiakui Hu Zhaokun Zhou Liuliang Yuan Yonghong Tian Boxing Xu Guoqi Li 182 197 0 04 Jul 2023
Circulant Binary Convolutional Networks: Enhancing the Performance of 1-bit DCNNs with Circulant Back PropagationComputer Vision and Pattern Recognition (CVPR), 2019 Chunlei Liu Wenrui Ding Xin Xia Baochang Zhang Jiaxin Gu Jianzhuang Liu Rongrong Ji David Doermann MQ 230 79 0 24 Oct 2019