DocumentCode
1184378
Title
Trajectory Tree as an Object-Oriented Hierarchical Representation for Video
Author
Dorea, Camilo C. ; Pardàs, Montse ; Marques, Ferran
Author_Institution
Dept. of Signal Theor. & Commun., Tech. Univ. of Catalonia, Barcelona
Volume
19
Issue
4
fYear
2009
fDate
4/1/2009 12:00:00 AM
Firstpage
547
Lastpage
560
Abstract
This paper presents the trajectory tree as a hierarchical region-based representation for video sequences. Motion, as well as spatial features from multiple frames are used to generate a set of temporal regions structured within a hierarchy of scale and motion coherency. The resulting representations offer a global description of the entire video sequence and enhance semantic analysis potential. A multiscale segmentation strategy is proposed whereby region-merging criteria of progressively greater complexity are used to define partition layers of increasing aptitude for object detection. A novel data structure, called the trajectory adjacency graph, is defined for the long-term analysis of partition sequences. Furthermore, mechanisms for assessing connectivity, verifying temporal continuity, and proposing merging operations based on color, affine, and translational motion homogeneity characteristics over the entire sequence are also introduced. Finally, as demonstrated through experimental results, the trajectory tree offers a concise yet versatile support for video object segmentation, description and retrieval tasks.
Keywords
image colour analysis; image motion analysis; image representation; image segmentation; image sequences; object detection; spatiotemporal phenomena; tree data structures; trees (mathematics); video signal processing; affine motion analysis; multiscale segmentation strategy; object detection; object-oriented hierarchical representation; region-merging criteria; semantic analysis potential enhancement; spatial feature; temporal continuity; trajectory adjacency graph data structure; trajectory tree; translational motion analysis; video color analysis; video motion coherency; video sequence representation; Hierarchical analysis; image motion analysis; pattern clustering; tree data structures; video signal processing;
fLanguage
English
Journal_Title
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher
ieee
ISSN
1051-8215
Type
jour
DOI
10.1109/TCSVT.2009.2014019
Filename
4797841
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