Direct Training High-Performance Deep Spiking Neural Networks: A Review
of Theories and Methods

Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods

6 May 2024

Yonghong Tian

Papers citing "Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods"

14 / 14 papers shown

Title
CogniSNN: A First Exploration to Random Graph Architecture based Spiking Neural Networks with Enhanced Expandability and Neuroplasticity Yongsheng Huang Peibo Duan Zhipeng Liu Kai Sun Changsheng Zhang Bin Zhang Mingkun Xu GNN 35 0 0 09 May 2025
SVFormer: A Direct Training Spiking Transformer for Efficient Video Action Recognition Liutao Yu Liwei Huang Chenlin Zhou Han Zhang Zhengyu Ma Huihui Zhou Yonghong Tian ViT 33 3 0 21 Jun 2024
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 102 191 0 08 Mar 2023
Online Training Through Time for Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 32 59 0 09 Oct 2022
Spikformer: When Spiking Neural Network Meets Transformer Zhaokun Zhou Yuesheng Zhu Chao He Yaowei Wang Shuicheng Yan Yonghong Tian Liuliang Yuan 143 231 0 29 Sep 2022
Adaptive-SpikeNet: Event-based Optical Flow Estimation using Spiking Neural Networks with Learnable Neuronal Dynamics Adarsh Kosta Kaushik Roy 27 26 0 21 Sep 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
Hybrid SNN-ANN: Energy-Efficient Classification and Object Detection for Event-Based Vision Alexander Kugele Thomas Pfeil Michael Pfeiffer Elisabetta Chicca 26 30 0 06 Dec 2021
Beyond Classification: Directly Training Spiking Neural Networks for Semantic Segmentation Youngeun Kim Joshua Chough Priyadarshini Panda 40 79 0 14 Oct 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 263 3,538 0 24 Feb 2021
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 121 470 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 116 292 0 04 May 2020
Spike-FlowNet: Event-based Optical Flow Estimation with Energy-Efficient Hybrid Neural Networks Chankyu Lee Adarsh Kosta A. Z. Zhu Kenneth Chaney Kostas Daniilidis Kaushik Roy 81 160 0 14 Mar 2020
Long short-term memory and learning-to-learn in networks of spiking neurons G. Bellec Darjan Salaj Anand Subramoney R. Legenstein Wolfgang Maass 111 477 0 26 Mar 2018