人体姿态估计综述(Monocular Human Pose Estimation: A Survey of Deep Learning-based Methods),程序员大本营,技术文章内容聚合第一站。
Human pose estimation is the process of detecting the body keypoints of a person and can be used to classify different poses. Many researchers have proposed various ways to get a perfect 2D as well as a 3D human pose estimator that could be applied for various types of applications. This ...
深度学习与人体姿态估计: 这篇综述文章探讨了基于深度学习的人体姿态估计技术,这是计算机视觉领域中的一个热门研究方向。文章涵盖了自2014年以来的260多篇研究论文。 姿态估计的分类 2D和3D姿态估计: 文章提供了对2D和3D人体姿态估计方法的系统分析和比较,包括它们的输入数据和推理过程。 这两种方法在单人 2D 人体姿态...
对于人体模型的更详细描述,有两篇很好的论文:[Liu, Z., Zhu, J., Bu, J., Chen, C., 2015. A survey of human pose estimation: the body parts parsing based methods] 和 [Gong, W., Zhang, X., Gonz`alez, J., Sobral, A., Bouwmans, T., Tu, C., Zahzah,E.h., 2016. Human p...
Human pose estimation has attracted widespread attention due to its important application value and theoretical significance. A systemic survey of human pose estimation would be very meaningful. However, relevant studies have significantly lagged behind in this respect. To this end, we discuss the ...
Although a large amount of work has been devoted to this field, 3D human pose estimation based on monocular images or videos remains a very challenging task due to a variety of difficulties such as depth ambiguities, occlusion, background clutters, and lack of training data. In this survey,...
Monocular Human Pose Estimation: A Survey of Deep Learning-based Methods arXiv:2006.01423v1 [cs.CV] 2 Jun 2020 Abstract 基于视觉(vision-based)的单目人体姿态估计(HPE),是计算机视觉(CV)中最为基础且最具有挑战性的任务之一,其旨在利用输入图像和视频序列来获取人体姿态。近年来随着深度学习的不断发展,基...
human pose estimation, there still remain challenges due to insufficient training data, depth ambiguities, and occlusions. The goal of this survey paper is to provide a comprehensive review of recent deep learning-based solutions for both 2D and 3D pose estimation via a systematic analysis and ...
Artificial Intelligence Review (2025) 58:68 https://doi.org/10.1007/s10462-024-11060-2 A systematic survey on human pose estimation: upstream and downstream tasks, approaches, lightweight models, and prospects Zheyan Gao1 · Jinyan Chen1 · Yuxin Liu1 · Yucheng Jin1 · ...
computer vision,deep learning,human pose estimation Cite this article: Dang Q, Yin J, Wang B, et al.Deep Learning Based 2D Human Pose Estimation: A Survey.Tsinghua Science and Technology,2019, 24(6): 663-676.https://doi.org/10.26599/TST.2018.9010100...