Title :
Stereo matching with cross-based region, hierarchical belief propagation and occlusion handling
Author :
Liang, Chao ; Wang, Liang ; Liu, Hongyun
Author_Institution :
Coll. of Electron. Inf. & Control Eng., Beijing Univ. of Technol., Beijing, China
Abstract :
This paper proposes a new global based approach for stereo matching with occlusion handling. We first use a global method based on the energy function to get the initial disparity, in order to get the accurate result, we use cross-based region as data term, and a hierarchical belief propagation strategy is used to smooth the disparity map. To improve performance we introduce the stability factor to determine the smoothness of disparities. For occlusion handling, the main ideal is using segment based strategy to deal with occlusion pixels. Finally, the algorithm is evaluated on the Middlebury data sets, Experimental results shows that the proposed method is competitive with the state of the art.
Keywords :
belief networks; computer graphics; image matching; stereo image processing; Middlebury data sets; cross-based region; disparity map smoothing; energy function; hierarchical belief propagation; occlusion handling; stereo matching; Algorithm design and analysis; Belief propagation; Classification algorithms; Computational efficiency; Image segmentation; Real time systems; Stereo vision; adaptive window; belief propagation; occlusion handling; stereo vision;
Conference_Titel :
Mechatronics and Automation (ICMA), 2011 International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-8113-2
DOI :
10.1109/ICMA.2011.5986233