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
Link To Document :
بازگشت