Review of human action recognition based on improved deep learning methods

Human action recognition is a basic problem in video tasks. The deep learning method has profound theoretical research significance and strong application value in intelligent monitoring, automatic driving, medical care and other aspects. Firstly, the paper summarizes the video preprocessing and the...

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Bibliographic Details
Main Authors Zhu, Xianghua, Zhi, Min
Format Conference Proceeding
LanguageEnglish
Published SPIE 16.02.2022
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Summary:Human action recognition is a basic problem in video tasks. The deep learning method has profound theoretical research significance and strong application value in intelligent monitoring, automatic driving, medical care and other aspects. Firstly, the paper summarizes the video preprocessing and the improvement of network structure, and concludes the latest and hottest deep learning methods in the field of human action recognition. Then two kinds of datasets related to human action recognition are listed and introduced in detail.
Bibliography:Conference Date: 2021-08-18|2021-08-20
Conference Location: Kunming, China
ISBN:9781510650428
1510650423
ISSN:0277-786X
DOI:10.1117/12.2623162