DocumentCode
2831693
Title
Generating video objects by multiple-view extensive partition lattice operators
Author
Gatica-Perez, Daniel ; Sun, Ming-Ting ; Gu, Chuang
Author_Institution
Dept. of Electr. Eng., Washington Univ., Seattle, WA, USA
Volume
3
fYear
2000
fDate
2000
Firstpage
508
Abstract
Occlusion/disocclusion is one of the fundamental problems for semantic video object (SVO) extraction because the tracking degradation from occlusion/disocclusion creates difficulty for the pixel-wise accuracy requirement and adds to the amount of user interaction required in off-line video editing applications. We present an approach based on the application of a new extensive operator in a lattice of partitions, that exploits information from various views of the scene to address the disocclusion problem by using a regional Bayesian formulation. Our multiview operator builds on the application of the maximum a posteriori (MAP) principle, by integrating a single view region classification stage and a multiview stage that solves for disoccluded regions labeled as uncertain. Results on several real sequences show that this approach improves the quality of the extracted SVOs and reduces the total amount of user interaction
Keywords
Bayes methods; feature extraction; hidden feature removal; image classification; image sequences; mathematical morphology; mathematical operators; video signal processing; MAP principle; maximum a posteriori principle; multiple-view extensive partition lattice operators; multiview morphological approach; occlusion/disocclusion; off-line video editing applications; pixel-wise accuracy; real video sequences; regional Bayesian formulation; semantic video object extraction; single view region classification; tracking degradation; uncertain disoccluded regions; user interaction reduction; video objects generation; video quality; Bayesian methods; Data mining; Degradation; Lattices; Layout; MPEG 4 Standard; Morphology; Sun; Time measurement; Video sequences;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2000. Proceedings. 2000 International Conference on
Conference_Location
Vancouver, BC
ISSN
1522-4880
Print_ISBN
0-7803-6297-7
Type
conf
DOI
10.1109/ICIP.2000.899476
Filename
899476
Link To Document