Title :
Disparity map acquisition with occlusion handling using warping constraint
Author :
Jang, Woo-Seok ; Ho, Yo-Sung
Author_Institution :
Gwangju Inst. of Sci. & Technol. (GIST), Gwangju, South Korea
Abstract :
In this paper, we propose a stereo matching algorithm with occlusion handling. In order to detect occlusion, we obtain an initial disparity map via optimization based on modified constant-space belief propagation (CSBP). Such a method is advantageous due to its low complexity. The initial disparity maps provide clue for occlusion detection. From such clue, an energy function for occlusion detection is defined and optimized by energy minimization framework. We classify occlusion into two types from the obtained occlusion map and apply suitable occlusion handling process, respectively. The proposed occlusion handling method based on the potential energy function extends disparity values of visible pixels to occluded pixels. Experimental results show that generated disparity map of the proposed method has satisfactory quality.
Keywords :
image matching; stereo image processing; CSBP; constant space belief propagation; disparity map acquisition; energy minimization framework; occluded pixels; occlusion detection; occlusion handling; potential energy function; stereo matching algorithm; visible pixels; warping constraint; Belief propagation; Complexity theory; Computer vision; Image color analysis; Optimization; Potential energy; Stereo vision;
Conference_Titel :
Circuits and Systems (ISCAS), 2012 IEEE International Symposium on
Conference_Location :
Seoul
Print_ISBN :
978-1-4673-0218-0
DOI :
10.1109/ISCAS.2012.6272102