github链接:GitHub - BICLab/Attention-SNN: Offical implementation of "Attention Spiking Neural Networks" (IEEE T-PAMI2023) 导读 脉冲神经网络(SNN)与人工神经网络(ANN)之间的性能差距是影响SNN普及的重大障碍,许多现实世界的平台都有资源和电池的限制。为了充分发挥SNN的潜力,作者研究了注意力机制,提出在SNN中使...
《Attention Spiking Neural Networks》weili21 电子科技大学 计算机科学技术硕士11 人赞同了该文章 论文传送门:arxiv.org/pdf/2209.1392 清华的一篇文章,目前在审状态,论文主要思想是在SNN中融入plug-and-play的attention模块~ CNN-based的SNN和带有Attention的SNN: TA是在时间维度上做attention,借鉴的思想来源...
Attention Spiking Neural Networks - Supplementary Materials Requirements Python 3.7.4 PyTorch 1.7.1 tqdm 4.56.0 numpy 1.19.2 Instructions 1. DVS128 Gesture Download DVS128 Gesture and put the downloaded dataset to /MA_SNN/DVSGestures/data, then run /MA_SNN/DVSGestures/data/DVS_Gesture.py. MA...
[TNNLS 2024] Implementation of "TCJA-SNN: Temporal-Channel Joint Attention for Spiking Neural Networks" - ridgerchu/TCJA
AdSNNs thus hold promise as a novel and sparsely active model for neural computation that naturally fits to temporally continuous and asynchronous applications. 展开 关键词: adaptive spiking neurons attention deep neural networks neural coding spiking neural networks ...
摘要: Neural Networks (SNNs) have gained enormous popularity in the field of artificial intelligence due to their low power consumption. However, the majority of SNN methods directly inhe...关键词: Spiking neural networks Neural architecture search Attention Search space Differentiable architecture ...
Spiking neural networks (SNNs) serve as one type of efficient model to process spatio-temporal patterns in time series, such as the Address-Event Representation data collected from Dynamic Vision Sensor (DVS). Although convolutional SNNs have achieved remarkable performance on these AER datasets, bene...
《Temporal-wise Attention Spiking Neural Networks for Event Streams Classification》 这是一篇在SNN的时间维度上引入attention的文章,中了2021年的ICCV。 论文传送门:ICCV 2021 Open Access Repository Abstract 由于事件(events)通常是稀疏和非均匀的,并且具有µs的时间分辨率,所以如何有效和高效地处理时空事件流具有...
Gated Attention Coding for Training High-performance and Efficient Spiking Neural Networks (AAAI24) Xuerui Qiu, Rui-Jie Zhu, Yuhong Chou,Zhaorui Wang, Liang-Jian Deng, Guoqi Li Institute of Automation, Chinese Academy of Sciences University of Electronic Science and Technology of China University of...
This is the official repository for paperTensor Decomposition Based Attention Module for Spiking Neural Networks paper:[pdf] CIFAR10/CIFAR100 A Docker environment is strongly recommended, but you can also use pip to prepare the environment. If you are not familiar with Docker, you can refer to ...