Real-time joint disparity and disparity flow estimation on programmable graphics hardware

被引:18
|
作者
Gong, Minglun [1 ]
机构
[1] Mem Univ Newfoundland, Dept Comp Sci, St John, NF A1A 3X5, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Stereo vision; Motion estimation; 3D Scene flow; Disparity flow; STEREO;
D O I
10.1016/j.cviu.2008.07.007
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Disparity How depicts the 3D motion of a scene in the disparity space of a given view and can be considered as view-dependent scene flow. A novel algorithm is presented to compute disparity maps and disparity flow maps in an integrated process. Consequently, the disparity flow maps obtained helps to enforce the temporal consistency between disparity maps of adjacent frames. The disparity maps found also provides the spatial correspondence information that can be used to cross-validate disparity flow maps of different views. Two different optimization approaches are integrated in the presented algorithm for searching optimal disparity Values and disparity flows. The local winner-take-all approach runs faster, whereas the global dynamic programming based approach produces better results. All major computations are performed in the image space of the given view, leading to in efficient implementation on programmable graphics hardware. Experimental results on Captured stereo sequences demonstrate the algorithm's capability of estimating both 3D depth and 3D motion in real-time. Quantitative performance evaluation using synthetic data With ground truth is also provided. (C) 2008 Elsevier Inc. All rights reserved.
引用
收藏
页码:90 / 100
页数:11
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