Survey of human pose estimation, tracking, and action recognition with deep learning
Survey of human pose estimation, tracking, and action recognition with deep learning
Human Pose-based Estimation, Tracking and Action Recognition with Deep Learning: A Survey
arXiv paper abstract https://arxiv.org/abs/2310.13039
arXiv PDF paper https://arxiv.org/pdf/2310.13039.pdf
Human pose analysis has … array of uses, including gaming, video surveillance, sports performance analysis, and human-computer interactions, among others.
… This paper presents a comprehensive survey of pose-based applications utilizing deep learning, encompassing pose estimation, pose tracking, and action recognition.
Pose estimation involves the determination of human joint positions from images … Pose tracking … aimed at generating consistent human pose trajectories over time.
Action recognition, on the other hand, targets the identification of action types using pose estimation or tracking data.
… In this survey … comprehensively review related works … from single-person pose estimation to multi-person … from 2D pose estimation to 3D … from single image to video, from mining temporal context gradually to pose tracking, and lastly from tracking to pose-based action recognition.
As a survey centered on the application of deep learning to pose analysis, … explicitly discuss both the strengths and limitations of existing techniques.
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