NDLI: Non-Rigid Structure from Motion Based on MRF

Content Provider	IEEE Xplore Digital Library
Author	Yaming Wang Junbao Zheng Wenqing Huang
Copyright Year	2011
Abstract	In this paper, we address the problem of estimating the 3D structure and motion of a non-rigid object based on feature points throughout a image sequence. The main limitation of existing factorization methods is that they are difficult to provide correct structure and motion estimates: the motion matrix has a repetitive structure which is not represented by these methods. In order to cope with this problem, we formulate the 3D non-rigid shape as a linear combination of basis trajectories which are represented by the Discrete Cosine Transform (DCT). Based on this, a framework of Markov random field (MRF) with constraints is proposed. By incorporating the motion prior constraints into the MRF, the motion smoothness features between consecutive image frames and local regions are reflected. Finally, the motion and shape estimates are achieved by a non-linear optimization method. Experimental results from a talking face image sequence demonstrate the feasibility of the proposed approach.
Starting Page	181
Ending Page	184
File Size	347009
Page Count	4
File Format	PDF
ISBN	9781612842899
DOI	10.1109/ICICTA.2011.54
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2011-03-28
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Computer vision non-linear optimization discrete cosine transform Shape non-rigid structure from motion Conferences markov random field Three dimensional displays Trajectory Discrete cosine transforms Face
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Non-rigid structure from motion with complementary rank-3 spaces

A Procrustean Markov Process for Non-rigid Structure Recovery

Trajectory Space: A Dual Representation for Nonrigid Structure from Motion

Multiview structure from motion in trajectory space

Non-rigid structure from motion via sparse representation

Procrustean Normal Distribution for Non-rigid Structure from Motion

Dense Variational Reconstruction of Non-rigid Surfaces from Monocular Video

Computing Smooth Time Trajectories for Camera and Deformable Shape in Structure from Motion with Occlusion

Trajectory triangulation: 3D motion reconstruction with ℓ1 optimization

Non-Rigid Structure from Motion Based on MRF

Similar Documents

Non-rigid structure from motion with complementary rank-3 spaces

A Procrustean Markov Process for Non-rigid Structure Recovery

Trajectory Space: A Dual Representation for Nonrigid Structure from Motion

Multiview structure from motion in trajectory space

Non-rigid structure from motion via sparse representation

Procrustean Normal Distribution for Non-rigid Structure from Motion

Dense Variational Reconstruction of Non-rigid Surfaces from Monocular Video

Computing Smooth Time Trajectories for Camera and Deformable Shape in Structure from Motion with Occlusion

Trajectory triangulation: 3D motion reconstruction with ℓ1 optimization

Non-Rigid Structure from Motion Based on MRF