A Comprehensive Survey of Vision-Based Human Action Recognition Methods

Sensors
Hong-Bo ZhangDuan-Sheng Chen

Abstract

Although widely used in many applications, accurate and efficient human action recognition remains a challenging area of research in the field of computer vision. Most recent surveys have focused on narrow problems such as human action recognition methods using depth data, 3D-skeleton data, still image data, spatiotemporal interest point-based methods, and human walking motion recognition. However, there has been no systematic survey of human action recognition. To this end, we present a thorough review of human action recognition methods and provide a comprehensive overview of recent approaches in human action recognition research, including progress in hand-designed action features in RGB and depth data, current deep learning-based action feature representation methods, advances in human⁻object interaction recognition methods, and the current prominent research topic of action detection methods. Finally, we present several analysis recommendations for researchers. This survey paper provides an essential reference for those interested in further research on human action recognition.

References

Mar 7, 2012·IEEE Transactions on Pattern Analysis and Machine Intelligence·Bangpeng Yao, Li Fei-Fei
Aug 15, 2012·IEEE Transactions on Pattern Analysis and Machine Intelligence·Alessandro PrestCordelia Schmid
Jun 22, 2013·IEEE Transactions on Pattern Analysis and Machine Intelligence·Yoshua BengioPascal Vincent
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Citations

Sep 27, 2019·Sensors·Qing LeiDuan-Sheng Chen
Dec 28, 2019·Sensors·Krzysztof KamyckiMariusz Oszust
May 28, 2020·Sensors·Marcos Baptista RíosSaturnino Maldonado-Bascón
Feb 26, 2020·Sensors·Aston K McCulloughCarol Ewing Garber
Aug 28, 2020·Sensors·Jen-Kai TsaiShao-Kang Huang
Jan 28, 2021·Sensors·Caetano Mazzoni RanieriRoseli Aparecida Francelin Romero
Nov 6, 2020·International Journal of Telemedicine and Applications·Shahram Payandeh, Jim Park
Nov 12, 2020·Sensors·Fatemeh Mohammadi AminHossein Karimpour
Feb 23, 2021·Multimedia Tools and Applications·Ali Nadian-GhomshehMohammad Kavian
May 1, 2021·International Journal of Environmental Research and Public Health·Roberto J López-SastreSergio Lafuente-Arroyo
Jul 3, 2021·Sensors·Muhammad Bilal Shaikh, Douglas Chai
Jul 30, 2021·Frontiers in Robotics and AI·Kosmas DimitropoulosSylvain Calinon
Sep 25, 2021·Scientific Reports·Negar Golestani, Mahta Moghaddam

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Methods Mentioned

BETA
feature extraction
RGBD

Software Mentioned

iDT
STIP
TUHIO

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