Title :
Motion estimation of a moving range sensor by image sequences and distorted range data
Author :
Banno, Atsuhiko ; Hasegawa, Kazuhide ; Ikeuchi, Katsushi
Author_Institution :
Inst. of Ind. Sci., Tokyo Univ., Japan
Abstract :
For a large scale object, scanning from the air is one of the most efficient methods of obtaining 3D data. In the case of large cultural heritage objects, there are some difficulties in scanning them with respect to safety and efficiency. To remedy these problems, we have been developing a novel 3D measurement system, the floating laser range sensor (FLRS), in which a rage sensor is suspended beneath a balloon. The obtained data, however, have some distortion due to the intra-scanning movement. In this paper, we propose a method to recover 3D range data obtained by a moving laser range sensor; this method is applicable not only to our FLRS, but also to a general moving range sensor. Using image sequences from a video camera mounted on the FLRS enables us to estimate the motion of the FLRS without any physical sensors such as gyros and GPS. At first, the initial values of camera motion parameters are estimated by perspective factorization. The next stage refines camera motion parameters using the relationships between camera images and the range data distortion. Finally, by using the refined parameter, the distorted range data are recovered. We applied this method to an actual scanning project and the results showed the effectiveness of our method.
Keywords :
image sequences; laser ranging; motion estimation; 3D measurement system; distorted range data; floating laser range sensor; image sequences; motion estimation; moving range sensor; perspective factorization; range data distortion; Cameras; Cultural differences; Distortion measurement; Image sensors; Image sequences; Large-scale systems; Laser noise; Motion estimation; Safety; Sensor systems; Floating Laser Range Sensor; Moving Range Sensor; Perspective-Factorization; Structure from Motion;
Conference_Titel :
Intelligent Robots and Systems, 2005. (IROS 2005). 2005 IEEE/RSJ International Conference on
Print_ISBN :
0-7803-8912-3
DOI :
10.1109/IROS.2005.1545600