Title :
A fast stereo matching algorithm used in target recognition of mobile robot
Author :
Naigong Yu ; Jia Lin ; Can Huang ; Xiaogang Ruan
Author_Institution :
Electron. Inf. & Control Eng. Coll., Beijing Univ. of Technol., Beijing, China
Abstract :
For the accuracy and real-time requirements of stereo matching when mobile robot recognizes the target, an improved winner-take-all (WTA) algorithm which is based on the parallel binocular system is proposed. First, extract the relatively big difference points between two images as feature points. Then, implement the stereo matching for the feature points using WTA algorithm and only implement a simple verification for nonfeature points. Nonfeature points´ disparity values are the ones of neighboring pixel. Finally, obtain a dense disparity map. The extracted feature points focus on the disparity discontinuity regions and the matching accuracy of the algorithm is equivalent to other existing algorithms. But calculation speed of the algorithm is faster and its edge feature is better. So it is a stereo matching algorithm with accurate matching and good real-time.
Keywords :
feature extraction; image matching; mobile robots; real-time systems; robot vision; stereo image processing; WTA; disparity map; fast stereo matching algorithm; feature point extraction; mobile robot; parallel binocular system; real-time requirements; target recognition; winner-take-all algorithm; Accuracy; Dynamic programming; Feature extraction; Heuristic algorithms; Mobile robots; Real-time systems; Target recognition; Binocular vision; Feature points; Stereo matching; WTA;
Conference_Titel :
Intelligent Control and Automation (WCICA), 2012 10th World Congress on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-1397-1
DOI :
10.1109/WCICA.2012.6359382