Monocular multi-person pose estimation: A survey

作者:

Highlights:

• A systematic review of the state-of-the-art in multi-person pose estimation.

• Focus on monocular approaches for unconstrained color images and video.

• Human pose estimation is considered a key step towards scene understanding.

• Review of the main contributions to human pose estimation in the last decade.

• Identify the main limitations of current benchmarks and how to overcome them.

摘要

•A systematic review of the state-of-the-art in multi-person pose estimation.•Focus on monocular approaches for unconstrained color images and video.•Human pose estimation is considered a key step towards scene understanding.•Review of the main contributions to human pose estimation in the last decade.•Identify the main limitations of current benchmarks and how to overcome them.

论文关键词:Human pose estimation,Multi-person pose estimation,Markerless body part detectors,Human pose tracking

论文评审过程:Received 18 July 2019, Revised 4 March 2021, Accepted 11 May 2021, Available online 24 May 2021, Version of Record 4 June 2021.

论文官网地址:https://doi.org/10.1016/j.patcog.2021.108046