Multisensor image registration by feature consensus

被引:32
作者
Shekhar, C [1 ]
Govindu, V [1 ]
Chellappa, R [1 ]
机构
[1] Univ Maryland, Ctr Automat Res, College Pk, MD 20742 USA
关键词
registration; multisensor; transformations; parameters; features; attributes;
D O I
10.1016/S0031-3203(98)00089-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents an approach for registering images obtained using different sensors, viewpoints or lighting conditions. This approach does not require feature correspondence or area correlation. The geometric transformation between the images is reparametrized into a sequence of elementary stages. At each stage, a single transformation parameter is estimated using a feature consensus mechanism wherein the value of the parameter that is maximally consistent with all possible feature pairings is determined. The concepts of parameter observability and separability are introduced to guide the choice of features, attributes and transformation parameters. Experimental results on real data are provided. (C) 1999 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:39 / 52
页数:14
相关论文
共 19 条
[11]   A CONTOUR-BASED APPROACH TO MULTISENSOR IMAGE REGISTRATION [J].
LI, H ;
MANJUNATH, BS ;
MITRA, SK .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (03) :320-334
[12]  
RIGNOT EJM, 1991, PHOTOGRAMM ENG REM S, V57, P1029
[13]  
STEWART CV, 1994, 1994 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, P1, DOI 10.1109/CVPR.1994.323951
[14]   MATCHING IMAGES TO MODELS FOR REGISTRATION AND OBJECT DETECTION VIA CLUSTERING [J].
STOCKMAN, G ;
KOPSTEIN, S ;
BENETT, S .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1982, 4 (03) :229-241
[15]  
VENKATESH S, 1995, GRAPH MODEL IM PROC, V75, P146
[16]  
VIOLA P, 1995, FIFTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, PROCEEDINGS, P16, DOI 10.1109/ICCV.1995.466930
[17]  
Wolberg G., 1990, DIGITAL IMAGE WARPIN, P2
[18]   SCENE MATCHING WITH INVARIANT MOMENTS [J].
WONG, RY ;
HALL, EL .
COMPUTER GRAPHICS AND IMAGE PROCESSING, 1978, 8 (01) :16-24
[19]   A computational vision approach to image registration [J].
Zheng, Qinfen ;
Chellappa, Rama .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1993, 2 (03) :311-326