DocumentCode
88201
Title
3D Planar Representation of Stereo Depth Images for 3DTV Applications
Author
Ozkalayci, Burak O. ; Alatan, A. Aydin
Author_Institution
Aselsan Inc., Ankara, Turkey
Volume
23
Issue
12
fYear
2014
fDate
Dec. 2014
Firstpage
5222
Lastpage
5232
Abstract
The depth modality of the multiview video plus depth (MVD) format is an active research area, whose main objective is to develop depth image based rendering friendly efficient compression methods. As a part of this research, a novel 3D planar-based depth representation is proposed. The planar approximation of multiple depth images are formulated as an energy-based co-segmentation problem by a Markov random field model. The energy terms of this problem are designed to mimic the rate-distortion tradeoff for a depth compression application. A novel algorithm is developed for practical utilization of the proposed planar approximations in stereo depth compression. The co-segmented regions are also represented as layered planar structures forming a novel single-reference MVD format. The ability of the proposed layered planar MVD representation in decoupling the texture and geometric distortions make it a promising approach. Proposed 3D planar depth compression approaches are compared against the state-of-the-art image/video coding standards by objective and visual evaluation and yielded competitive performance.
Keywords
Markov processes; image representation; image segmentation; image texture; stereo image processing; three-dimensional television; video coding; 3D planar-based depth representation; 3DTV applications; Markov random field model; energy-based cosegmentation problem; geometric distortion; image based rendering; image-video coding standards; multiple depth images; multiview video plus depth; planar approximation; planar approximations; rate-distortion tradeoff; single-reference MVD format; stereo depth compression; stereo depth image compression method; texture distortion; Approximation methods; Image coding; Labeling; Mathematical model; Rendering (computer graphics); Shape; Three-dimensional displays; Depth image compression; MRF; MVD; energy based model fitting; graph cut;
fLanguage
English
Journal_Title
Image Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7149
Type
jour
DOI
10.1109/TIP.2014.2360452
Filename
6911967
Link To Document