Profile HMMs for skeleton-based human action recognition

作者:

Highlights:

• Profile HMMs are introduced to human action recognition using 3D positions of joints.

• The structure information of action sequences can be found through profile analysis.

• The algorithm applied on profile HMMs is superior to ones applied on classical HMMs.

摘要

Highlights•Profile HMMs are introduced to human action recognition using 3D positions of joints.•The structure information of action sequences can be found through profile analysis.•The algorithm applied on profile HMMs is superior to ones applied on classical HMMs.

论文关键词:View-invariant representation,Skeleton joints,Human activity recognition,Profile HMMs,Self-organizing map

论文评审过程:Received 11 April 2015, Revised 17 January 2016, Accepted 21 January 2016, Available online 29 January 2016, Version of Record 16 February 2016.

论文官网地址:https://doi.org/10.1016/j.image.2016.01.010