Title :
Registering panoramic range data and omnidirectional color image based on edge histograms
Author :
Wang, Caihua ; Tanahashi, Hideki ; Sato, Yutaka ; Hirayu, Hidekazu ; Niwa, Yoshinori ; Yamamoto, Kazuhiko
Author_Institution :
Softopia Japan, Gifu, Japan
Abstract :
In this paper we propose a robust method to register a panoramic range data obtained by a panoramic laser range finder and an omnidirectional image acquired by a stereo omnidirectional system (SOS), by matching the horizontal and vertical edge histograms of the two images. The proposed method first estimates the relative horizontal rotation angle by matching the vertical edge histograms. Next, for each horizontal direction, we generate horizontal edge histograms for both SceneModeler and SOS, using the perspective images with a FOV of 90° centered at the direction concerned. Then we match the horizontal edge histogram in each direction and use the matching results to estimate the relative pose between the sensors. Experimental results show the effectiveness and robustness of the proposed method.
Keywords :
edge detection; image matching; image registration; laser ranging; stereo image processing; SOS; SceneModeler; edge detection; edge histograms; horizontal edge histograms; image matching; omnidirectional color image; panoramic range data; stereo omnidirectional system; vertical edge histograms; Cameras; Color; Data engineering; Histograms; Image edge detection; Information science; Layout; Reflectivity; Robustness; Solid modeling;
Conference_Titel :
Pattern Recognition, 2002. Proceedings. 16th International Conference on
Print_ISBN :
0-7695-1695-X
DOI :
10.1109/ICPR.2002.1047469