Corpus ID: 9511016

Model-Based Deep Hand Pose Estimation

@article{Zhou2016ModelBasedDH,
  title={Model-Based Deep Hand Pose Estimation},
  author={Xingyi Zhou and Qingfu Wan and W. Zhang and X. Xue and Yichen Wei},
  journal={ArXiv},
  year={2016},
  volume={abs/1606.06854}
}
Previous learning based hand pose estimation methods does not fully exploit the prior information in hand model geometry. Instead, they usually rely a separate model fitting step to generate valid hand poses. Such a post processing is inconvenient and sub-optimal. In this work, we propose a model based deep learning approach that adopts a forward kinematics based layer to ensure the geometric validity of estimated poses. For the first time, we show that embedding such a non-linear generative… Expand
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