Title :
Effective stereo matching using reliable points based graph cut
Author :
Hao-qian Wang ; Mian Wu ; Yong-bing Zhang ; Lei Zhang
Author_Institution :
Grad. Sch. at Shenzhen, Tsinghua Univ., Shenzhen, China
Abstract :
In this paper, we propose an effective stereo matching algorithm using reliable points and region-based graph cut. Firstly, the initial disparity maps are calculated via local windowbased method. Secondly, the unreliable points are detected according to the DSI(Disparity Space Image) and the estimated disparity values of each unreliable point are obtained by considering its surrounding points. Then, the scheme of reliable points is introduced in region-based graph cut framework to optimize the initial result. Finally, remaining errors in the disparity results are effectively handled in a multi-step refinement process. Experiment results show that the proposed algorithm achieves a significant reduction in computation cost and guarantee high matching quality.
Keywords :
graph theory; image matching; stereo image processing; DSI; disparity space image; effective stereo matching; initial disparity maps; region based graph cut; reliable points; Accuracy; Algorithm design and analysis; Computer vision; Real-time systems; Reliability; Stereo vision; Venus; disparity estimation; region-based graph cut; reliable points;
Conference_Titel :
Visual Communications and Image Processing (VCIP), 2013
Conference_Location :
Kuching
Print_ISBN :
978-1-4799-0288-0
DOI :
10.1109/VCIP.2013.6706415