Title :
3D information retrieval for visual odometry system of planetary exploration rovers - A stereo vision approach
Author :
Chitra, K. ; Dinesh, S. ; Mishra, Debahuti ; Brinda, V. ; Lalithambika, V.R. ; Kumar, B. Manoj
Author_Institution :
Vikram Sarabhai Space Centre (V.S.S.C.), Indian Space Res. Organ., Thiruvananthapuram, India
Abstract :
Determination of 3-D data from the images is important in the field of machine vision. The most direct way to achieve this is stereo vision. 3-D data obtained from stereo images form the basis for many higher level tasks like robot navigation, object recognition, 3-D modeling, path planning etc. in the field of interplanetary mission, hazardous environments, deep sea exploration, autonomous car driving. In this work, we attempt to recover the 3-D information from the stereo images for developing the vision based navigation of future planetary rover missions. This paper details the process flow and algorithm for the retrieval of 3-D information from the images obtained from our stereo rig. The results obtained in this work closely matches with ground truth.
Keywords :
distance measurement; mobile robots; navigation; object recognition; path planning; planetary rovers; robot vision; 3D data determination; 3D information retrieval; 3D modeling; autonomous car driving; deep sea exploration; hazardous environment; interplanetary mission; machine vision; object recognition; path planning; planetary exploration rovers; planetary rover mission; process flow; robot navigation; stereo images; stereo vision approach; vision based navigation; visual odometry system; Cameras; Correlation; Estimation; Feature extraction; Stereo vision; Three-dimensional displays; Visualization; exploration rover; feature detection; feature matching; harris; machine vision; rectification; stereo vision; triangulation; visual odometry;
Conference_Titel :
Advances in Computing, Communications and Informatics (ICACCI), 2013 International Conference on
Conference_Location :
Mysore
Print_ISBN :
978-1-4799-2432-5
DOI :
10.1109/ICACCI.2013.6637197