Training Energy-Efficient Deep Spiking Neural Networks with Single-Spike Hybrid Input Encoding

26 July 2021

Papers citing "Training Energy-Efficient Deep Spiking Neural Networks with Single-Spike Hybrid Input Encoding"

14 / 14 papers shown

Title
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 P. Beerel 33 0 0 12 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 P. Beerel 30 4 0 02 Dec 2023
Spiking Neural Networks with Dynamic Time Steps for Vision Transformers Gourav Datta Zeyu Liu Anni Li P. Beerel 15 1 0 28 Nov 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 16 12 0 21 Dec 2022
Hoyer regularizer is all you need for ultra low-latency spiking neural networks Gourav Datta Zeyu Liu P. Beerel 22 9 0 20 Dec 2022
Towards Energy-Efficient, Low-Latency and Accurate Spiking LSTMs Gourav Datta Haoqing Deng R. Aviles P. Beerel 91 10 0 23 Oct 2022
Toward Efficient Hyperspectral Image Processing inside Camera Pixels Gourav Datta Zihan Yin A. Jacob Akhilesh R. Jaiswal P. Beerel 8 8 0 11 Mar 2022
P2M: A Processing-in-Pixel-in-Memory Paradigm for Resource-Constrained TinyML Applications Gourav Datta Souvik Kundu Zihan Yin R. T. Lakkireddy Joe Mathai A. Jacob P. Beerel Akhilesh R. Jaiswal 16 36 0 07 Mar 2022
Can Deep Neural Networks be Converted to Ultra Low-Latency Spiking Neural Networks? Gourav Datta P. Beerel 29 37 0 22 Dec 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 8 70 0 06 Oct 2021
HYPER-SNN: Towards Energy-efficient Quantized Deep Spiking Neural Networks for Hyperspectral Image Classification Gourav Datta Souvik Kundu Akhilesh R. Jaiswal P. Beerel 28 8 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
Spiking Deep Residual Network Yang‐Zhi Hu Huajin Tang Gang Pan 111 75 0 28 Apr 2018
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