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Deep High-Resolution Representation Learning for Human Pose Estimation

Ke Sun, Bin Xiao, Dong Liu et al. (4 total)

2019-02-25

2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

10.1109/cvpr.2019.00584

4,969 citations

摘要

In this paper, we are interested in the human pose estimation problem with a focus on learning reliable high-resolution representations. Most existing methods recover high-resolution representations from low-resolution representations produced by a high-to-low resolution network. Instead, our proposed network maintains high-resolution representations through the whole process. We start from a high-resolution subnetwork as the first stage, gradually add high-to-low resolution subnetworks one by o...

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