Title :
3D egomotion from stereo cameras using constrained search window and bundle adjustment
Author :
Chia-Yen Chen ; Jia-Hong Zhang ; Tsung-I Chen ; Chi-Fa Chen
Author_Institution :
Dept. of Comput. Sci. & Inf. Eng., Nat. Univ. of Kaohsiung, Kaohsiung, Taiwan
Abstract :
We propose a method for egomotion estimation from images obtained by a pair of stereo cameras for the reconstruction of 3D scene. The proposed method improves feature matching by using two eliminating criteria to filter out unlikely matching points and restricts the search window according to the epipolar constraint. The method also improves calculated motion by using bundle adjustment to integrate all relevant parameters for optimization. Experiments have been performed to demonstrate the improvement of using the proposed egomotion estimation.
Keywords :
cameras; estimation theory; image matching; image motion analysis; image reconstruction; optimisation; search problems; stereo image processing; 3D egomotion; 3D scene reconstruction; bundle adjustment; constrained search window; egomotion estimation; epipolar constraint; feature matching; matching points; stereo cameras; Cameras; Estimation; Feature extraction; Image reconstruction; Optimization; Three-dimensional displays; Visualization; SIFT; bundle adjustment; egomotion; epipolar; feature detection; feature tracking; stereo images;
Conference_Titel :
Image and Vision Computing New Zealand (IVCNZ), 2013 28th International Conference of
Conference_Location :
Wellington
Print_ISBN :
978-1-4799-0882-0
DOI :
10.1109/IVCNZ.2013.6727055