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
A Hybrid Neural Coding Approach for Pattern Recognition with Spiking Neural Networks Xinyi Chen Qu Yang Jibin Wu Haizhou Li Kay Chen Tan 30 16 0 26 May 2023
Neural information coding for efficient spike-based image denoising A. Castagnetti Alain Pegatoquet Benoit Miramond 14 1 0 15 May 2023
DeepFire2: A Convolutional Spiking Neural Network Accelerator on FPGAs M. Aung Daniel Gerlinghoff Chuping Qu Liwei Yang Tian Huang Rick Siow Mong Goh Yaoyu Zhang Weng-Fai Wong 24 10 0 09 May 2023
Membrane Potential Distribution Adjustment and Parametric Surrogate Gradient in Spiking Neural Networks Siqi Wang Tee Hiang Cheng M. Lim 26 0 0 26 Apr 2023
Uncovering the Representation of Spiking Neural Networks Trained with Surrogate Gradient Yuhang Li Youngeun Kim Hyoungseob Park Priyadarshini Panda 34 16 0 25 Apr 2023
Accurate and Efficient Event-based Semantic Segmentation Using Adaptive Spiking Encoder-Decoder Network Rui Zhang Luziwei Leng Kaiwei Che Hu Zhang Jieling Cheng Qinghai Guo Jiangxing Liao Ran Cheng 36 11 0 24 Apr 2023
LaSNN: Layer-wise ANN-to-SNN Distillation for Effective and Efficient Training in Deep Spiking Neural Networks Di Hong Jiangrong Shen Yu Qi Yueming Wang 25 5 0 17 Apr 2023
Temporal Knowledge Sharing enable Spiking Neural Network Learning from Past and Future Yiting Dong Dongcheng Zhao Yi Zeng 37 9 0 13 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 27 62 0 12 Apr 2023
SEENN: Towards Temporal Spiking Early-Exit Neural Networks Yuhang Li Tamar Geller Youngeun Kim Priyadarshini Panda 26 38 0 02 Apr 2023
Open the box of digital neuromorphic processor: Towards effective algorithm-hardware co-design Guangzhi Tang A. Safa K. Shidqi Paul Detterer Stefano Traferro Mario Konijnenburg Manolis Sifalakis Gert-Jan van Schaik Amirreza Yousefzadeh 35 11 0 27 Mar 2023
A Hybrid ANN-SNN Architecture for Low-Power and Low-Latency Visual Perception Asude Aydin Mathias Gehrig Daniel Gehrig Davide Scaramuzza 23 11 0 24 Mar 2023
MSAT: Biologically Inspired Multi-Stage Adaptive Threshold for Conversion of Spiking Neural Networks Xiang He Yang Li Dongcheng Zhao Qingqun Kong Yi Zeng 50 6 0 23 Mar 2023
MT-SNN: Enhance Spiking Neural Network with Multiple Thresholds Xiaoting Wang Yanxiang Zhang Yongzhen Zhang 36 5 0 20 Mar 2023
Joint ANN-SNN Co-training for Object Localization and Image Segmentation M. Baltes Nidal Abujahar Ye Yue Charles D. Smith Jundong Liu 19 3 0 10 Mar 2023
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 113 197 0 08 Mar 2023
Towards Memory- and Time-Efficient Backpropagation for Training Spiking Neural Networks Qingyan Meng Mingqing Xiao Shen Yan Yisen Wang Zhouchen Lin Zhimin Luo 34 39 0 28 Feb 2023
Bridging the Gap between ANNs and SNNs by Calibrating Offset Spikes Zecheng Hao Jianhao Ding Tong Bu Tiejun Huang Zhaofei Yu 43 40 0 21 Feb 2023
Hybrid Spiking Neural Network Fine-tuning for Hippocampus Segmentation Ye Yue M. Baltes Nidal Abujahar Tao Sun Charles D. Smith Trevor Bihl Jundong Liu 21 7 0 14 Feb 2023
Workload-Balanced Pruning for Sparse Spiking Neural Networks Ruokai Yin Youngeun Kim Yuhang Li Abhishek Moitra Nitin Satpute Anna Hambitzer Priyadarshini Panda 37 19 0 13 Feb 2023
Reducing ANN-SNN Conversion Error through Residual Membrane Potential Zecheng Hao Tong Bu Jianhao Ding Tiejun Huang Zhaofei Yu 33 54 0 04 Feb 2023
SPIDE: A Purely Spike-based Method for Training Feedback Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang Yisen Wang Zhouchen Lin 27 11 0 01 Feb 2023
Training Full Spike Neural Networks via Auxiliary Accumulation Pathway Guangyao Chen Peixi Peng Guoqi Li Yonghong Tian 29 23 0 27 Jan 2023
Towards NeuroAI: Introducing Neuronal Diversity into Artificial Neural Networks Fenglei Fan Yingxin Li Hanchuan Peng T. Zeng Fei Wang 30 5 0 23 Jan 2023
Optimising Event-Driven Spiking Neural Network with Regularisation and Cutoff Dengyu Wu Gao Jin Han Yu Xinping Yi Xiaowei Huang 26 2 0 23 Jan 2023
In-Sensor & Neuromorphic Computing are all you need for Energy Efficient Computer Vision Gourav Datta Zeyu Liu Md. Abdullah-Al Kaiser Souvik Kundu Joe Mathai Zihan Yin Ajey P. Jacob Akhilesh R. Jaiswal P. Beerel 26 12 0 21 Dec 2022
Loss shaping enhances exact gradient learning with Eventprop in spiking neural networks Thomas Nowotny J. Turner James C. Knight 32 15 0 02 Dec 2022
Semi-Supervised Confidence-Level-based Contrastive Discrimination for Class-Imbalanced Semantic Segmentation Kangcheng Liu 22 14 0 28 Nov 2022
Exploring Temporal Information Dynamics in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Anna Hambitzer Priyadarshini Panda 24 33 0 26 Nov 2022
Proceedings of the 4th International Workshop on Reading Music Systems Jorge Calvo-Zaragoza Alexander Pacha Elona Shatri 27 0 0 23 Nov 2022
Spikeformer: A Novel Architecture for Training High-Performance Low-Latency Spiking Neural Network Yudong Li Yunlin Lei Xu Yang 39 27 0 19 Nov 2022
A noise based novel strategy for faster SNN training Chunming Jiang Yilei Zhang 25 3 0 10 Nov 2022
Desire Backpropagation: A Lightweight Training Algorithm for Multi-Layer Spiking Neural Networks based on Spike-Timing-Dependent Plasticity Daniel Gerlinghoff Yaoyu Zhang Rick Siow Mong Goh Weng-Fai Wong 19 2 0 10 Nov 2022
Leveraging Computer Vision Application in Visual Arts: A Case Study on the Use of Residual Neural Network to Classify and Analyze Baroque Paintings Daniel Kvak 21 0 0 27 Oct 2022
Low Latency Conversion of Artificial Neural Network Models to Rate-encoded Spiking Neural Networks Zhanglu Yan Jun Zhou Weng-Fai Wong 38 2 0 27 Oct 2022
GLIF: A Unified Gated Leaky Integrate-and-Fire Neuron for Spiking Neural Networks Xing-Hua Yao Fanrong Li Zitao Mo Jianguo Cheng 26 83 0 25 Oct 2022
Spiking Variational Graph Auto-Encoders for Efficient Graph Representation Learning Hanxuan Yang Ruike Zhang Qingchao Kong Wenji Mao GNN 32 3 0 24 Oct 2022
SpikeSim: An end-to-end Compute-in-Memory Hardware Evaluation Tool for Benchmarking Spiking Neural Networks Abhishek Moitra Abhiroop Bhattacharjee Runcong Kuang Gokul Krishnan Yu Cao Priyadarshini Panda 26 20 0 24 Oct 2022
Towards Energy-Efficient, Low-Latency and Accurate Spiking LSTMs Gourav Datta Haoqing Deng R. Aviles P. Beerel 93 10 0 23 Oct 2022
Real Spike: Learning Real-valued Spikes for Spiking Neural Networks Yu-Zhu Guo Liwen Zhang Y. Chen Xinyi Tong Xiaode Liu Yinglei Wang Xuhui Huang Zhe Ma 42 30 0 13 Oct 2022
Multi-Level Firing with Spiking DS-ResNet: Enabling Better and Deeper Directly-Trained Spiking Neural Networks Lang Feng Qianhui Liu Huajin Tang De Ma Gang Pan 20 43 0 12 Oct 2022
STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural Networks Chengting Yu Zheming Gu Da Li Gaoang Wang Aili Wang Erping Li 54 36 0 11 Oct 2022
Self-supervised Model Based on Masked Autoencoders Advance CT Scans Classification Jiashu Xu S. Stirenko 42 2 0 11 Oct 2022
Training Spiking Neural Networks with Local Tandem Learning Qu Yang Jibin Wu Malu Zhang Yansong Chua Xinchao Wang Haizhou Li 63 37 0 10 Oct 2022
Boost Event-Driven Tactile Learning with Location Spiking Neurons Pengxin Kang Srutarshi Banerjee Henry H. Chopp Aggelos K. Katsaggelos O. Cossairt 23 9 0 09 Oct 2022
Online Training Through Time for Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 50 61 0 09 Oct 2022
In the realm of hybrid Brain: Human Brain and AI Hoda Fares Margherita Ronchini M. Zamani H. Farkhani F. Moradi 33 5 0 04 Oct 2022
Attention Spiking Neural Networks Man Yao Guangshe Zhao Hengyu Zhang Yifan Hu Lei Deng Yonghong Tian Bo Xu Guoqi Li 35 164 0 28 Sep 2022
Spiking SiamFC++: Deep Spiking Neural Network for Object Tracking S. Xiang Tao Zhang Shuqing Jiang Yanan Han Yahui Zhang Chenyang Du Xingxing Guo Licun Yu Yue-chun Shi Yue Hao 24 9 0 24 Sep 2022
Gradient Mask: Lateral Inhibition Mechanism Improves Performance in Artificial Neural Networks Lei Jiang Yongqing Liu Shihai Xiao Yansong Chua 33 0 0 14 Aug 2022