Title :
Motion-based object segmentation and estimation using the MDL principle
Author :
Zheng, Heyun ; Blostein, Steven D.
Author_Institution :
Dept. of Electr. Eng., Queen´´s Univ., Kingston, Ont., Canada
fDate :
9/1/1995 12:00:00 AM
Abstract :
There are increasing demands for ultralow bit-rate video image transmission. We present 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 real-valued parameter estimation required in object-oriented motion-compensated video source coding, a framework motivated by Rissanen´s (1983) minimum description length (MDL) principle is proposed to more tightly couple motion estimation and object segmentation algorithms to the overall objective of minimizing source bit rate. A new objective function is constructed, and a suboptimal procedure to segment and estimate moving objects in a scene is proposed. Each object is represented by chain-coded block boundaries, affine motion parameters, and motion-compensated prediction error. A number of experimental comparisons between block- and object-oriented coding schemes suggests a significant potential coding gain using object-oriented motion-compensated coding
Keywords :
error analysis; image representation; image segmentation; motion compensation; motion estimation; parameter estimation; prediction theory; source coding; video coding; MDL principle; affine motion parameters; chain-coded block boundaries; coding gain; experimental comparisons; image sequence coding; minimum description length; motion estimation algorithms; motion-based object estimation; motion-based object segmentation; motion-compensated coding; motion-compensated prediction error; moving object segmentation; object segmentation algorithms; object-oriented motion compensation; objective function; real-valued parameter estimation; source bit rate; suboptimal procedure; video image transmission; video source coding; Bit rate; Image coding; Image communication; Image sequences; Layout; Motion compensation; Motion estimation; Object segmentation; Parameter estimation; Source coding;
Journal_Title :
Image Processing, IEEE Transactions on