DocumentCode :
1749909
Title :
Content based representation of colour image sequences
Author :
Kompatsiaris, Ioannis ; Strintzis, Michael G.
Author_Institution :
Informatics & Telematics Inst., Thessaloniki, Greece
Volume :
3
fYear :
2001
fDate :
2001
Firstpage :
1697
Abstract :
A procedure is described for the spatiotemporal segmentation and tracking of objects in colour image sequences. For this purpose, we propose the novel procedure of the k-means with a connectivity constraint algorithm as a general segmentation algorithm combining several types of information including colour, motion and compactness. A new colour distance is also defined for this algorithm. The regularisation parameters are evaluated automatically using the min-max criterion. In this algorithm, the use of spatiotemporal regions is introduced since a number of frames is analyzed simultaneously and as a result the same region is present in consequent frames. Experimental results on real and synthetic colour data demonstrate the performance of the data
Keywords :
image colour analysis; image motion analysis; image representation; image segmentation; image sequences; minimax techniques; video signal processing; Gaussian noise; automatic segmentation; colour distance; colour image sequences; connectivity constraint algorithm; content based representation; digital video; k-means; min-max criterion; motion information; object tracking; real colour data; regularisation parameters; spatiotemporal regions; spatiotemporal segmentation; synthetic colour data; synthetic colour test image; Algorithm design and analysis; Clustering algorithms; Image segmentation; Image sequences; Informatics; MPEG 4 Standard; Standards development; Telematics; Video coding; Video compression;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
ISSN :
1520-6149
Print_ISBN :
0-7803-7041-4
Type :
conf
DOI :
10.1109/ICASSP.2001.941265
Filename :
941265
Link To Document :
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