Discriminative fusion of shape and appearance features for human pose estimation

作者:

Highlights:

• Discriminative fusion of shape and appearance features for 3D human pose estimation.

• We present a context-based appearance descriptor and fuse it with a shape descriptor.

• We propose a novel localized decision level fusion algorithm.

• We compare our fusion method with a feature level fusion and a kernel level fusion.

• Our fusion method improves the performance of 3D human pose estimation.

摘要

•Discriminative fusion of shape and appearance features for 3D human pose estimation.•We present a context-based appearance descriptor and fuse it with a shape descriptor.•We propose a novel localized decision level fusion algorithm.•We compare our fusion method with a feature level fusion and a kernel level fusion.•Our fusion method improves the performance of 3D human pose estimation.

论文关键词:3D human pose estimation,Discriminative fusion,Mixture of regressors,Appearance descriptors,Shape descriptors

论文评审过程:Received 22 October 2012, Revised 8 April 2013, Accepted 21 May 2013, Available online 6 June 2013.

论文官网地址:https://doi.org/10.1016/j.patcog.2013.05.019