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DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks

9 August 2020

Papers citing "DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks"

50 / 99 papers shown

Title
Temporal Flexibility in Spiking Neural Networks: Towards Generalization Across Time Steps and Deployment Friendliness Kangrui Du Yuhang Wu Shikuang Deng Shi Gu 73 0 0 18 Mar 2025
DTA: Dual Temporal-channel-wise Attention for Spiking Neural Networks Minje Kim Minjun Kim Xu Yang 86 0 0 13 Mar 2025
ST-FlowNet: An Efficient Spiking Neural Network for Event-Based Optical Flow Estimation Hongze Sun Jun Wang Wuque Cai Duo Chen Qianqian Liao Jiayi He Yan Cui D. Yao Daqing Guo 148 0 0 13 Mar 2025
Spiking Transformer:Introducing Accurate Addition-Only Spiking Self-Attention for Transformer Yufei Guo Xiaode Liu Y. Chen Weihang Peng Yuhan Zhang Zhe Ma MQ 99 2 0 28 Feb 2025
Spiking Neural Network Feature Discrimination Boosts Modality Fusion Katerina Maria Oikonomou Ioannis Kansizoglou Antonios Gasteratos 85 0 0 05 Feb 2025
Neuromorphic Optical Tracking and Imaging of Randomly Moving Targets through Strongly Scattering Media Ning Zhang Timothy Shea A. Nurmikko 66 0 0 07 Jan 2025
TSkips: Efficiency Through Explicit Temporal Delay Connections in Spiking Neural Networks Prajna G. Malettira Shubham Negi Wachirawit Ponghiran Kaushik Roy AI4TS 101 1 0 22 Nov 2024
Deep activity propagation via weight initialization in spiking neural networks Aurora Micheli Olaf Booij Jan van Gemert Nergis Tömen 74 0 0 01 Oct 2024
Spiking Transformer with Spatial-Temporal Attention Donghyun Lee Yuhang Li Youngeun Kim Shiting Xiao Priyadarshini Panda 65 3 0 29 Sep 2024
DS2TA: Denoising Spiking Transformer with Attenuated Spatiotemporal Attention Boxun Xu Hejia Geng Yuxuan Yin Peng Li AI4TS 105 0 0 20 Sep 2024
ReSpike: Residual Frames-based Hybrid Spiking Neural Networks for Efficient Action Recognition Shiting Xiao Yuhang Li Youngeun Kim Donghyun Lee Priyadarshini Panda 68 1 0 03 Sep 2024
AT-SNN: Adaptive Tokens for Vision Transformer on Spiking Neural Network Donghwa Kang Youngmoon Lee Eun-Kyu Lee Brent Kang Jinkyu Lee Hyeongboo Baek ViT 61 0 0 22 Aug 2024
Directly Training Temporal Spiking Neural Network with Sparse Surrogate Gradient Yang Li Feifei Zhao Dongcheng Zhao Yi Zeng 64 3 0 28 Jun 2024
When Spiking neural networks meet temporal attention image decoding and adaptive spiking neuron Xuerui Qiu Zheng Luan Zhaorui Wang Rui-jie Zhu 76 5 0 05 Jun 2024
Fourier or Wavelet bases as counterpart self-attention in spikformer for efficient visual classification Qingyu Wang Duzhen Zhang Tilelin Zhang Bo Xu 44 1 0 27 Mar 2024
Take A Shortcut Back: Mitigating the Gradient Vanishing for Training Spiking Neural Networks Yu-Zhu Guo Y. Chen 43 5 0 09 Jan 2024
Training a General Spiking Neural Network with Improved Efficiency and Minimum Latency Yunpeng Yao Man Wu Zheng Chen Renyuan Zhang 72 0 0 05 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 100 33 0 04 Jan 2024
Memory-Efficient Reversible Spiking Neural Networks Hong Zhang Yu Zhang 48 9 0 13 Dec 2023
When Bio-Inspired Computing meets Deep Learning: Low-Latency, Accurate, & Energy-Efficient Spiking Neural Networks from Artificial Neural Networks Gourav Datta Zeyu Liu James Diffenderfer B. Kailkhura Peter A. Beerel 102 0 0 12 Dec 2023
Ternary Spike: Learning Ternary Spikes for Spiking Neural Networks Yu-Zhu Guo Y. Chen Xiaode Liu Weihang Peng Yuhan Zhang Xuhui Huang Zhe Ma 56 31 0 11 Dec 2023
Recent Advances in Scalable Energy-Efficient and Trustworthy Spiking Neural networks: from Algorithms to Technology Souvik Kundu Rui-jie Zhu Akhilesh R. Jaiswal Peter A. Beerel 75 4 0 02 Dec 2023
DISTA: Denoising Spiking Transformer with intrinsic plasticity and spatiotemporal attention Boxun Xu Hejia Geng Yuxuan Yin Peng Li 53 2 0 15 Nov 2023
Spiking PointNet: Spiking Neural Networks for Point Clouds Dayong Ren Zhe Ma Y. Chen Weihang Peng Xiaode Liu Yuhan Zhang Yu-Zhu Guo 3DH 3DPC 58 29 0 10 Oct 2023
SpikeCLIP: A Contrastive Language-Image Pretrained Spiking Neural Network Changze Lv Tianlong Li Changze Lv Yufei Gu Jianhan Xu Cenyuan Zhang Muling Wu Xiaoqing Zheng Xuanjing Huang CLIP VLM 98 3 0 10 Oct 2023
Event-Enhanced Multi-Modal Spiking Neural Network for Dynamic Obstacle Avoidance Yang Wang Bo Dong Yuji Zhang Yunduo Zhou Haiyang Mei Ziqi Wei Xin Yang 50 5 0 03 Oct 2023
Brain-inspired Evolutionary Architectures for Spiking Neural Networks Wenxuan Pan Feifei Zhao Zhuoya Zhao Yi Zeng 73 3 0 11 Sep 2023
Membrane Potential Batch Normalization for Spiking Neural Networks Yu-Zhu Guo Yuhan Zhang Y. Chen Weihang Peng Xiaode Liu Liwen Zhang Xuhui Huang Zhe Ma AAML 52 41 0 16 Aug 2023
RMP-Loss: Regularizing Membrane Potential Distribution for Spiking Neural Networks Yu-Zhu Guo Xiaode Liu Y. Chen Liwen Zhang Weihang Peng Yuhan Zhang Xuhui Huang Zhe Ma AAML MQ 64 24 0 13 Aug 2023
Attention-free Spikformer: Mixing Spike Sequences with Simple Linear Transforms Qingyu Wang Duzhen Zhang Tielin Zhang Bo Xu 39 3 0 02 Aug 2023
InfLoR-SNN: Reducing Information Loss for Spiking Neural Networks Yu-Zhu Guo Y. Chen Liwen Zhang Xiaode Liu Xinyi Tong Yuanyuan Ou Xuhui Huang Zhe Ma AAML 64 2 0 10 Jul 2023
Deep Unsupervised Learning Using Spike-Timing-Dependent Plasticity Sen Lu Abhronil Sengupta BDL 87 7 0 08 Jul 2023
AutoST: Training-free Neural Architecture Search for Spiking Transformers Ziqing Wang Qidong Zhao Jinku Cui Xu Liu Dongkuan Xu 55 5 0 01 Jul 2023
Auto-Spikformer: Spikformer Architecture Search Kaiwei Che Zhaokun Zhou Zhengyu Ma Wei Fang Yanqing Chen Shuaijie Shen Liuliang Yuan Yonghong Tian 88 8 0 01 Jun 2023
Direct Learning-Based Deep Spiking Neural Networks: A Review Yu-Zhu Guo Xuhui Huang Zhe Ma AI4CE 105 52 0 31 May 2023
Exploiting Noise as a Resource for Computation and Learning in Spiking Neural Networks Gehua (Marcus) Ma Rui Yan Huajin Tang 73 22 0 25 May 2023
Improving Stability and Performance of Spiking Neural Networks through Enhancing Temporal Consistency Dongcheng Zhao Guobin Shen Yiting Dong Yang Li Yi Zeng 63 7 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 51 10 0 10 May 2023
Joint A-SNN: Joint Training of Artificial and Spiking Neural Networks via Self-Distillation and Weight Factorization Yu-Zhu Guo Weihang Peng Y. Chen Liwen Zhang Xiaode Liu Xuhui Huang Zhe Ma 150 39 0 03 May 2023
Uncovering the Representation of Spiking Neural Networks Trained with Surrogate Gradient Yuhang Li Youngeun Kim Hyoungseob Park Priyadarshini Panda 86 16 0 25 Apr 2023
Spikingformer: Spike-driven Residual Learning for Transformer-based Spiking Neural Network Chenlin Zhou Liutao Yu Zhaokun Zhou Zhengyu Ma Han Zhang Huihui Zhou Yonghong Tian 72 67 0 24 Apr 2023
Temporal Knowledge Sharing enable Spiking Neural Network Learning from Past and Future Yiting Dong Dongcheng Zhao Yi Zeng 50 10 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 55 6 0 23 Mar 2023
MT-SNN: Enhance Spiking Neural Network with Multiple Thresholds Xiaoting Wang Yanxiang Zhang Yongzhen Zhang 74 6 0 20 Mar 2023
Exploiting High Performance Spiking Neural Networks with Efficient Spiking Patterns Guobin Shen Dongcheng Zhao Yi Zeng 53 12 0 29 Jan 2023
Training Full Spike Neural Networks via Auxiliary Accumulation Pathway Guangyao Chen Peixi Peng Guoqi Li Yonghong Tian 94 26 0 27 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 Peter A. Beerel 73 12 0 21 Dec 2022
Hoyer regularizer is all you need for ultra low-latency spiking neural networks Gourav Datta Zeyu Liu Peter A. Beerel 78 9 0 20 Dec 2022
GLIF: A Unified Gated Leaky Integrate-and-Fire Neuron for Spiking Neural Networks Xing-Hua Yao Fanrong Li Zitao Mo Jianguo Cheng 65 89 0 25 Oct 2022
Towards Energy-Efficient, Low-Latency and Accurate Spiking LSTMs Gourav Datta Haoqing Deng R. Aviles Peter A. Beerel 141 11 0 23 Oct 2022