DETECTING MOVING-OBJECTS USING THE RIGIDITY CONSTRAINT

被引:24
作者
THOMPSON, WB [1 ]
LECHLEIDER, P [1 ]
STUCK, ER [1 ]
机构
[1] UNIV MINNESOTA,DEPT COMP SCI,MINNEAPOLIS,MN 55455
基金
美国国家科学基金会;
关键词
MOTION; MOVING OBJECT DETECTION; OUTLIER DETECTION; ROBUST ESTIMATION; SEGMENTATION;
D O I
10.1109/34.192488
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We describe a method for visually detecting moving objects from a moving camera using point correspondences in two orthographic views. The method applies a simple structure-from-motion analysis and then identifies those points inconsistent with the interpretation of the scene as a single rigid object. It is effective even when the actual motion parameters cannot be recovered. Demonstrations are presented using point correspondences automatically determined from real image sequences.
引用
收藏
页码:162 / 166
页数:5
相关论文
共 14 条
[1]  
[Anonymous], 2003, ROBUST REGRESSION OU
[2]   DISPARITY ANALYSIS OF IMAGES [J].
BARNARD, ST ;
THOMPSON, WB .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1980, 2 (04) :333-340
[3]   POSE ESTIMATION FROM CORRESPONDING POINT DATA [J].
HARALICK, RM ;
JOO, H ;
LEE, CN ;
ZHUANG, XH ;
VAIDYA, VG ;
KIM, MB .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1989, 19 (06) :1426-1446
[4]  
Heeger D. J., 1988, Second International Conference on Computer Vision (IEEE Cat. No.88CH2664-1), P435, DOI 10.1109/CCV.1988.590020
[5]   MOTION AND STRUCTURE FROM ORTHOGRAPHIC PROJECTIONS [J].
HUANG, TS ;
LEE, CH .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1989, 11 (05) :536-541
[6]  
JAIN R, 1977, 5TH P INT JOINT C AR, P425
[7]   SEGMENTATION OF FRAME SEQUENCES OBTAINED BY A MOVING OBSERVER [J].
JAIN, RC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1984, 6 (05) :624-629
[8]   ROBUST REGRESSION METHODS FOR COMPUTER VISION - A REVIEW [J].
MEER, P ;
MINTZ, D ;
ROSENFELD, A ;
KIM, DY .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1991, 6 (01) :59-70
[9]  
Nelson R. C., 1991, Proceedings 1991 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (91CH2983-5), P173, DOI 10.1109/CVPR.1991.139683
[10]   DETECTING MOVING-OBJECTS [J].
THOMPSON, WB ;
PONG, TC .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1990, 4 (01) :39-57