Visual tracking of non-rigid objects with partial occlusion through elastic structure of local patches and hierarchical diffusion

作者:

Highlights:

• We propose a tracking method to solve both the problem of partial occlusions and non-rigid deformations in real-time.

• The target object is modeled through an elastic structure of local patches for robust performance.

• Hierarchical diffusion method is proposed to obtain an acceptable solution in real time.

• Extensive evaluation shows that the proposed method outperforms state-of-the-art.

摘要

•We propose a tracking method to solve both the problem of partial occlusions and non-rigid deformations in real-time.•The target object is modeled through an elastic structure of local patches for robust performance.•Hierarchical diffusion method is proposed to obtain an acceptable solution in real time.•Extensive evaluation shows that the proposed method outperforms state-of-the-art.

论文关键词:Visual tracking,Local patches,Markov random field,Particle filtering,Hierarchical diffusion

论文评审过程:Received 20 November 2012, Revised 5 December 2014, Accepted 7 April 2015, Available online 12 May 2015, Version of Record 28 May 2015.

论文官网地址:https://doi.org/10.1016/j.imavis.2015.04.007