MOTION-BASED OBJECT SEGMENTATION AND ESTIMATION USING THE MDL PRINCIPLE

被引：29

作者：

ZHENG, HY ^{[1
]}

BLOSTEIN, SD ^{[1
]}

机构：

[1] QUEENS UNIV,DEPT ELECT ENGN,KINGSTON,ON K7L 3N6,CANADA

来源：

IEEE TRANSACTIONS ON IMAGE PROCESSING | 1995年 / 4卷 / 09期

基金：

加拿大自然科学与工程研究理事会;

关键词：

D O I：

10.1109/83.413167

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

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 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.

引用

页码：1223 / 1235

页数：13

共 36 条

[11]

Grzywacz N. M., 1989, Proceedings. Workshop on Visual Motion (IEEE Cat. No.89CH2716-9), P148, DOI 10.1109/WVM.1989.47104

[12]

Gu H., 1993, Proceedings. 1993 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.93CH3309-2), P367, DOI 10.1109/CVPR.1993.341104

[13]

Hotter M., 1990, Signal Processing: Image Communication, V2, P409, DOI 10.1016/0923-5965(90)90027-F

[14]

HUANG TS, 1981, IMAGE SEQUENCE ANAL

[15]

HUNG AC, 1993, PVRG P64 CODEC 1 1

[16]

Irani M., 1992, Proceedings. 1992 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.92CH3168-2), P216, DOI 10.1109/CVPR.1992.223272

[17] DISPLACEMENT MEASUREMENT AND ITS APPLICATION IN INTERFRAME IMAGE-CODING [J].

JAIN, JR ;

JAIN, AK .

IEEE TRANSACTIONS ON COMMUNICATIONS, 1981, 29 (12) :1799-1808

[18]

KALIVAS DS, 1988, P ICASSP, P1076

[19]

KEREN D, 1990, 10TH P ICPR, V1, P681

[20]

KONRAD J, 1992, IEEE T PATTERN ANAL, V14

← 1 2 3 4 →