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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