DocumentCode
2042815
Title
Improvement of convergence and stability in moving object extraction by the level set method
Author
Imamura, Kousuke ; Oota, Tomohiro ; Hashimoto, Hideo
Author_Institution
Grad. Sch. of Natural Sci. & Technol., Kanazawa Univ., Kanazawa, Japan
fYear
2009
fDate
16-18 Sept. 2009
Firstpage
414
Lastpage
419
Abstract
Semantic object extraction from a video sequence is an indispensable technique in new content-based applications, such as in the international standards MPEG-4 and MPEG-7. In the present paper, we propose a technique that extracts the shape of moving objects from a video sequence with a stationary background by the level set method. In the proposed method, two concepts are incorporated into a novel speed function of the level set method in order to improve convergence and stability. The first concept is the object map, which represents the outline of object regions and the background. The speed function is changed using the object map in order to improve convergence. The second concept is the contour potential energy, which represents the energy in the direction of an object´s contour. The efficiency of the proposed method for moving object extraction is demonstrated through computer simulations.
Keywords
convergence; edge detection; feature extraction; image motion analysis; image representation; image sequences; shape recognition; stability; video signal processing; MPEG-4 standard; MPEG-7 standard; computer simulation; content-based application; convergence; indispensable technique; level set method; moving object extraction; object contour potential energy; object map concept; object region; object representation; semantic object extraction; shape extraction; stability; video sequence; Computer simulation; Convergence; Level set; MPEG 4 Standard; MPEG 7 Standard; Potential energy; Shape; Stability; Video sequences;
fLanguage
English
Publisher
ieee
Conference_Titel
Image and Signal Processing and Analysis, 2009. ISPA 2009. Proceedings of 6th International Symposium on
Conference_Location
Salzburg
ISSN
1845-5921
Print_ISBN
978-953-184-135-1
Type
conf
DOI
10.1109/ISPA.2009.5297706
Filename
5297706
Link To Document