Survey of 2D human pose estimation
Survey of 2D human pose estimation
2D Human Pose Estimation: A Survey
arXiv paper abstract https://arxiv.org/abs/2204.07370v1
arXiv PDF paper https://arxiv.org/pdf/2204.07370v1.pdf
Human pose estimation aims at localizing human … body parts in … images, videos, or signals … Deep learning … learning … directly from the data
… In this paper, … reap the recent achievements of 2D human pose estimation methods and present a comprehensive survey.
… approaches … in three directions … network architecture design, network training refinement, and post processing.
Network architecture design looks at the architecture of human pose estimation models, extracting more robust features for keypoint recognition and localization.
Network training refinement tap into the training of neural networks and aims to improve the representational ability of models.
… More than 200 research contributions are involved in this survey, covering methodological frameworks, common benchmark datasets, evaluation metrics, and performance comparisons. …
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