Revisiting Batch Normalization for Training Low-latency Deep Spiking
Neural Networks from Scratch

Revisiting Batch Normalization for Training Low-latency Deep Spiking Neural Networks from Scratch

5 October 2020

Youngeun Kim

Priyadarshini Panda

Papers citing "Revisiting Batch Normalization for Training Low-latency Deep Spiking Neural Networks from Scratch"

16 / 16 papers shown

Title
DISTA: Denoising Spiking Transformer with intrinsic plasticity and spatiotemporal attention Boxun Xu Hejia Geng Yuxuan Yin Peng Li 8 2 0 15 Nov 2023
Spike-based Neuromorphic Computing for Next-Generation Computer Vision Md. Sakib Hasan Catherine D. Schuman Zhongyang Zhang Tauhidur Rahman Garrett S. Rose 21 0 0 15 Oct 2023
Sparse-firing regularization methods for spiking neural networks with time-to-first spike coding Yusuke Sakemi Kakei Yamamoto T. Hosomi Kazuyuki Aihara 40 7 0 24 Jul 2023
Bridging the Gap between ANNs and SNNs by Calibrating Offset Spikes Zecheng Hao Jianhao Ding Tong Bu Tiejun Huang Zhaofei Yu 27 39 0 21 Feb 2023
Exploring Temporal Information Dynamics in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Anna Hambitzer Priyadarshini Panda 8 31 0 26 Nov 2022
Wearable-based Human Activity Recognition with Spatio-Temporal Spiking Neural Networks Yuhang Li Ruokai Yin Hyoungseob Park Youngeun Kim Priyadarshini Panda 13 14 0 14 Nov 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 6 20 0 24 Oct 2022
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 8 46 0 04 Jul 2022
Toward Robust Spiking Neural Network Against Adversarial Perturbation Ling Liang Kaidi Xu Xing Hu Lei Deng Yuan Xie AAML 18 13 0 12 Apr 2022
SATA: Sparsity-Aware Training Accelerator for Spiking Neural Networks Ruokai Yin Abhishek Moitra Abhiroop Bhattacharjee Youngeun Kim Priyadarshini Panda 8 50 0 11 Apr 2022
Beyond Classification: Directly Training Spiking Neural Networks for Semantic Segmentation Youngeun Kim Joshua Chough Priyadarshini Panda 40 79 0 14 Oct 2021
One Timestep is All You Need: Training Spiking Neural Networks with Ultra Low Latency Sayeed Shafayet Chowdhury Nitin Rathi Kaushik Roy 16 39 0 01 Oct 2021
Training Energy-Efficient Deep Spiking Neural Networks with Single-Spike Hybrid Input Encoding Gourav Datta Souvik Kundu P. Beerel 34 27 0 26 Jul 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
Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations Saima Sharmin Nitin Rathi Priyadarshini Panda Kaushik Roy AAML 106 85 0 23 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