Going Deeper in Spiking Neural Networks: VGG and Residual Architectures

7 February 2018

Papers citing "Going Deeper in Spiking Neural Networks: VGG and Residual Architectures"

50 / 291 papers shown

Title
giMLPs: Gate with Inhibition Mechanism in MLPs Cheng Kang Jindich Prokop Lei Tong Huiyu Zhou Yong Hu Daneil Novak 29 0 0 01 Aug 2022
Ultra-low Latency Adaptive Local Binary Spiking Neural Network with Accuracy Loss Estimator Changqin Xu Yijian Pei Zili Wu Yi Liu Yintang Yang 16 3 0 31 Jul 2022
Text Classification in Memristor-based Spiking Neural Networks Jinqi Huang A. Serb S. Stathopoulos T. Prodromakis 11 14 0 27 Jul 2022
InfiniteNature-Zero: Learning Perpetual View Generation of Natural Scenes from Single Images Zhengqi Li Qianqian Wang Noah Snavely Angjoo Kanazawa VGen 34 60 0 22 Jul 2022
Spike Calibration: Fast and Accurate Conversion of Spiking Neural Network for Object Detection and Segmentation Yang Li Xiang He Yiting Dong Qingqun Kong Yi Zeng 27 27 0 06 Jul 2022
How Far Can I Go ? : A Self-Supervised Approach for Deterministic Video Depth Forecasting Suaradip Nag Nisarg A. Shah Anran Qi Raghavendra Ramachandra MDE 24 2 0 01 Jul 2022
Examining the Robustness of Spiking Neural Networks on Non-ideal Memristive Crossbars Abhiroop Bhattacharjee Youngeun Kim Abhishek Moitra Priyadarshini Panda 30 15 0 20 Jun 2022
SNN2ANN: A Fast and Memory-Efficient Training Framework for Spiking Neural Networks Jianxiong Tang Jianhuang Lai Xiaohua Xie Lingxiao Yang Weimin Zheng 13 13 0 19 Jun 2022
Spiking Neural Networks for Frame-based and Event-based Single Object Localization Sami Barchid José Mennesson J. Eshraghian Chaabane Djéraba Bennamoun 35 29 0 13 Jun 2022
A Synapse-Threshold Synergistic Learning Approach for Spiking Neural Networks Hongze Sun Wuque Cai Baoxin Yang Yan Cui Yang Xia D. Yao Daqing Guo 41 13 0 10 Jun 2022
SpikiLi: A Spiking Simulation of LiDAR based Real-time Object Detection for Autonomous Driving S. Mohapatra Thomas Mesquida Mona Hodaei S. Yogamani H. Gotzig Patrick Mäder 3DPC 39 1 0 06 Jun 2022
A Resource-efficient Spiking Neural Network Accelerator Supporting Emerging Neural Encoding Daniel Gerlinghoff Zhehui Wang Xiaozhe Gu Rick Siow Mong Goh Yaoyu Zhang 17 8 0 06 Jun 2022
Linear Leaky-Integrate-and-Fire Neuron Model Based Spiking Neural Networks and Its Mapping Relationship to Deep Neural Networks Si-wei Lu Fengyi Xu 25 23 0 31 May 2022
Efficient Federated Learning with Spike Neural Networks for Traffic Sign Recognition Kan Xie Zhe Zhang Bo Li Jiawen Kang Dusit Niyato Shengli Xie Yi Wu 25 67 0 28 May 2022
2D versus 3D Convolutional Spiking Neural Networks Trained with Unsupervised STDP for Human Action Recognition Mireille el Assal Pierre Tirilly Ioan Marius Bilasco 3DH 16 5 0 26 May 2022
Memory-enriched computation and learning in spiking neural networks through Hebbian plasticity Thomas Limbacher Ozan Özdenizci Robert Legenstein 21 2 0 23 May 2022
Spiking Neural Operators for Scientific Machine Learning Adar Kahana Qian Zhang Leonard Gleyzer George Karniadakis 34 9 0 17 May 2022
Spiking Approximations of the MaxPooling Operation in Deep SNNs Ramashish Gaurav B. Tripp Apurva Narayan 40 8 0 14 May 2022
Programming molecular systems to emulate a learning spiking neuron Jakub Fil Neil Dalchau Dominique F. Chu 6 6 0 09 May 2022
Converting Artificial Neural Networks to Spiking Neural Networks via Parameter Calibration Yuhang Li Shi-Wee Deng Xin Dong Shi Gu 59 24 0 06 May 2022
Training High-Performance Low-Latency Spiking Neural Networks by Differentiation on Spike Representation Qingyan Meng Mingqing Xiao Shen Yan Yisen Wang Zhouchen Lin Zhimin Luo 24 134 0 01 May 2022
Efficient and Accurate Conversion of Spiking Neural Network with Burst Spikes Yang Li Yi Zeng 27 57 0 28 Apr 2022
MAP-SNN: Mapping Spike Activities with Multiplicity, Adaptability, and Plasticity into Bio-Plausible Spiking Neural Networks Chengting Yu Yang-Guang Du Mufeng Chen Aili Wang Gaoang Wang Erping Li AAML 35 3 0 21 Apr 2022
Brain-inspired Multilayer Perceptron with Spiking Neurons Wenshuo Li Hanting Chen Jianyuan Guo Ziyang Zhang Yunhe Wang 35 35 0 28 Mar 2022
Efficient Hardware Acceleration of Sparsely Active Convolutional Spiking Neural Networks Jan Sommer M. A. Özkan Oliver Keszocze Jürgen Teich 9 18 0 23 Mar 2022
Recent Advances and New Frontiers in Spiking Neural Networks Duzhen Zhang Shuncheng Jia Qingyu Wang AAML AI4CE 21 23 0 12 Mar 2022
Rethinking the role of normalization and residual blocks for spiking neural networks Shin-ichi Ikegawa Ryuji Saiin Yoshihide Sawada N. Natori 21 17 0 03 Mar 2022
Rethinking Pretraining as a Bridge from ANNs to SNNs Yihan Lin Yifan Hu Shiji Ma Guo-Qi Li Dongjie Yu 42 12 0 02 Mar 2022
Temporal Efficient Training of Spiking Neural Network via Gradient Re-weighting Shi-Wee Deng Yuhang Li Shanghang Zhang Shi Gu 133 250 0 24 Feb 2022
Energy-Efficient Respiratory Anomaly Detection in Premature Newborn Infants A. Paul Md. Abu Saleh Tajin Anup Das W. Mongan K. Dandekar 35 11 0 21 Feb 2022
Optimized Potential Initialization for Low-latency Spiking Neural Networks Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 106 89 0 03 Feb 2022
AutoSNN: Towards Energy-Efficient Spiking Neural Networks Byunggook Na J. Mok Seongsik Park Dongjin Lee Hyeokjun Choe Sungroh Yoon 50 63 0 30 Jan 2022
Neural Architecture Search for Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Priyadarshini Panda 26 88 0 23 Jan 2022
Can Deep Neural Networks be Converted to Ultra Low-Latency Spiking Neural Networks? Gourav Datta P. Beerel 46 37 0 22 Dec 2021
Advancing Spiking Neural Networks towards Deep Residual Learning Yifan Hu Lei Deng Yujie Wu Man Yao Guoqi Li 21 86 0 15 Dec 2021
Human-Level Control through Directly-Trained Deep Spiking Q-Networks Guisong Liu Wenjie Deng Xiurui Xie Li Huang Huajin Tang OffRL 27 43 0 13 Dec 2021
Efficient Training of Spiking Neural Networks with Temporally-Truncated Local Backpropagation through Time Wenzhe Guo M. Fouda A. Eltawil K. Salama 28 12 0 13 Dec 2021
Advancing Deep Residual Learning by Solving the Crux of Degradation in Spiking Neural Networks Yifan Hu Yujie Wu Lei Deng Guoqi Li 30 5 0 09 Dec 2021
Hybrid SNN-ANN: Energy-Efficient Classification and Object Detection for Event-Based Vision Alexander Kugele Thomas Pfeil Michael Pfeiffer Elisabetta Chicca 42 30 0 06 Dec 2021
Direct Training via Backpropagation for Ultra-low Latency Spiking Neural Networks with Multi-threshold Changqin Xu Yi Liu Yintang Yang 20 12 0 25 Nov 2021
Design of Many-Core Big Little μBrain for Energy-Efficient Embedded Neuromorphic Computing M. L. Varshika Adarsha Balaji Federico Corradi Anup Das J. Stuijt F. Catthoor 30 25 0 23 Nov 2021
E3NE: An End-to-End Framework for Accelerating Spiking Neural Networks with Emerging Neural Encoding on FPGAs Daniel Gerlinghoff Zhehui Wang Xiaozhe Gu Rick Siow Mong Goh Yaoyu Zhang 19 23 0 19 Nov 2021
L4-Norm Weight Adjustments for Converted Spiking Neural Networks Jason M. Allred Kaushik Roy 20 2 0 17 Nov 2021
Keys to Accurate Feature Extraction Using Residual Spiking Neural Networks Alex Vicente-Sola D. L. Manna Paul Kirkland G. D. Caterina Trevor Bihl University of Strathclyde 25 22 0 10 Nov 2021
An Adaptive Sampling and Edge Detection Approach for Encoding Static Images for Spiking Neural Networks Peyton S. Chandarana Jun Ou Ramtin Zand 23 4 0 19 Oct 2021
Backpropagation with Biologically Plausible Spatio-Temporal Adjustment For Training Deep Spiking Neural Networks Guobin Shen Dongcheng Zhao Yi Zeng 41 54 0 17 Oct 2021
Beyond Classification: Directly Training Spiking Neural Networks for Semantic Segmentation Youngeun Kim Joshua Chough Priyadarshini Panda 48 80 0 14 Oct 2021
HIRE-SNN: Harnessing the Inherent Robustness of Energy-Efficient Deep Spiking Neural Networks by Training with Crafted Input Noise Souvik Kundu Massoud Pedram P. Beerel AAML 22 71 0 06 Oct 2021
One Timestep is All You Need: Training Spiking Neural Networks with Ultra Low Latency Sayeed Shafayet Chowdhury Nitin Rathi Kaushik Roy 23 40 0 01 Oct 2021
Spiking Hyperdimensional Network: Neuromorphic Models Integrated with Memory-Inspired Framework Zhuowen Zou H. Alimohamadi Farhad Imani Yeseong Kim Mohsen Imani 36 19 0 01 Oct 2021