Action recognition using attention-based spatio-temporal VLAD networks and adaptive video sequences optimization

Abstract In the field of human action recognition, it is a long-standing challenge to characterize the video-level spatio-temporal features effectively. This is attributable in part to the inability of CNN to model long-range temporal information, especially for actions that consist of multiple stag...

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Bibliographic Details
Main Authors: Zhengkui Weng, Xinmin Li, Shoujian Xiong
Format: Article
Language:English
Published: Nature Portfolio 2024-10-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-024-75640-6
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