Title :
Application of the minimum description length principle to object-oriented video image compression
Author :
Zheng, Heyun ; Blostein, Steven D.
Author_Institution :
Dept. of Electr. Eng., R. Mil. Coll. of Canada, Kingston, Ont., Canada
Abstract :
Presents a new formulation of moving object segmentation and motion estimation to quantify the potential gain in using object-oriented motion compensation in image sequence coding. Motivated by Rissanen´s (1983) minimum description length (MDL) principle that allows unified treatment of coding model complexity and parameter values, an objective function is constructed in terms of an ideal coding length function for each motion-compensated frame. Based on this new objective function, a procedure to segment and estimate moving objects in a scene is proposed. Each object in the scene is represented by its boundaries, motion parameters, and motion-compensated prediction error (MCPE). A number of experimental comparisons between block-oriented and object oriented coding schemes suggest that significant potential coding gain using the new MDL-based criterion is possible
Keywords :
block codes; data compression; image segmentation; image sequences; minimisation; motion compensation; motion estimation; object-oriented methods; prediction theory; video coding; block-oriented coding; boundaries; coding length function; coding model complexity; image sequence coding; minimum description length principle; motion estimation; motion parameters; motion-compensated frame; motion-compensated prediction error; moving object segmentation; object-oriented motion compensation; object-oriented video image compression; objective function; scene; Image coding; Image segmentation; Image sequences; Image storage; Layout; Military computing; Motion compensation; Motion estimation; Object oriented modeling; Video compression;
Conference_Titel :
Image Processing, 1994. Proceedings. ICIP-94., IEEE International Conference
Conference_Location :
Austin, TX
Print_ISBN :
0-8186-6952-7
DOI :
10.1109/ICIP.1994.413600