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Convolutional Pose Machines

Convolutional Pose Machines

Takanori Ogata

July 17, 2016
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  1. Related Work Pictorial structures Hierarchical models Sequential prediction Convolutional architectures

    [A. Toshev and C. Szegedy, CVPR’2013] [Tian et al., ICCV’2011] [Mykhaylo et al., CVPR’2009] [Ramakrishna et al., 2014]
  2. Related Work Pictorial structures Hierarchical models Sequential prediction Convolutional architectures

    [A. Toshev and C. Szegedy, CVPR’2013] [Tian et al., ICCV’2011] [Mykhaylo et al., CVPR’2009] [Ramakrishna et al., 2014]
  3. Pose Machines Stage I Confidence Head Neck L-Shoulder L-Elbow L-Wrist

    g2 g1 g3 Context Features Context Features Stage I Confidence Maps Stage II Confidence Maps Stage III Confidence Maps Image Features [Ramakrishna et al., 2014]
  4. Pose Machines Stage II Confidence g2 g1 g3 Context Features

    Context Features Stage I Confidence Maps Stage II Confidence Maps Stage III Confidence Maps Image Features Head Neck L-Shoulder L-Elbow L-Wrist [Ramakrishna et al., 2014]
  5. Pose Machines Stage III Confidence Head Neck L-Shoulder L-Elbow L-Wrist

    g2 g1 g3 Context Features Context Features Stage I Confidence Maps Stage II Confidence Maps Stage III Confidence Maps Image Features Head Neck L-Shoulder L-Elbow L-Wrist [Ramakrishna et al., 2014]
  6. Pose Machines Stage III Confidence Head Neck L-Shoulder L-Elbow L-Wrist

    g2 g1 g3 Context Features Context Features Stage I Confidence Maps Stage II Confidence Maps Stage III Confidence Maps Image Features Head Neck L-Shoulder L-Elbow L-Wrist [Ramakrishna et al., 2014]