Human body tracking using LMS-VSMM from monocular video sequences

Hong Han; Zhichao Chen; LC Jiao; Youjian Fan

doi:10.1117/12.883604

19 May 2011 Human body tracking using LMS-VSMM from monocular video sequences

Hong Han, Zhichao Chen, LC Jiao, Youjian Fan

Proceedings Volume 8049, Automatic Target Recognition XXI; 80490K (2011) https://doi.org/10.1117/12.883604
Event: SPIE Defense, Security, and Sensing, 2011, Orlando, Florida, United States

Abstract

A new model-based human body tracking framework with learned-based theory is proposed in this paper. This framework introduces a likely model set-variable structure multiple models (LMS-VSMM) to track articulated human motion in monocular images sequences. The key joint points are selected as image feature, which are detected automatically and the undetected points are estimated with Particle filters, multiple motion models are learned from CMU motion capture database with ridge regression method to direct tracking. In tracking, motion models currently in effect switches from one to another in order to match the present human motion mode. The motion model is activated according to the change in projection angle of kinematic chain, and topological and compatibility relationship among them. It is terminated according to their model probabilities. And likely model set schemes of VSMM is used to estimate the quaternion vectors of joints rotation. Experiments using two videos demonstrate this tracking framework is efficient with respect to 3D pose and 2D projection.

Citation Download Citation

Hong Han, Zhichao Chen, LC Jiao, and Youjian Fan "Human body tracking using LMS-VSMM from monocular video sequences", Proc. SPIE 8049, Automatic Target Recognition XXI, 80490K (19 May 2011); https://doi.org/10.1117/12.883604

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
10 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Motion models

3D modeling

Video

Data modeling

Particle filters

Particles

Kinematics

Show All Keywords

Keywords/Phrases

Search In:

Publication Years