STCA-SNN: self-attention-based temporal-channel joint attention for spiking neural networks

STCA-SNN: self-attention-based temporal-channel joint attention for spiking neural networks

Spiking Neural Networks (SNNs) have shown great promise in processing spatio-temporal information compared to Artificial Neural Networks (ANNs). However, there remains a performance gap between SNNs and ANNs, which impedes the practical application of SNNs. With intrinsic event-triggered property an...

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Bibliographic Details
Main Authors: Xiyan Wu, Yong Song, Ya Zhou, Yurong Jiang, Yashuo Bai, Xinyi Li, Xin Yang
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-11-01
Series:Frontiers in Neuroscience
Subjects:
spiking neural networks
self-attention
temporal-channel
neuromorphic computing
event streams
Online Access:https://www.frontiersin.org/articles/10.3389/fnins.2023.1261543/full

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