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Probabilistic choice between symmetric disparities in motion stereo matching for a lateral navigation system

机译:横向导航系统运动立体匹配中对称差异之间的概率选择

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摘要

Two consecutive frames of a lateral navigation camera video sequence can be considered as an appropriate approximation to epipolar stereo. To overcome edge-aware inaccuracy caused by occlusion, we propose a model that matches the current frame to the next and to the previous ones. The positive disparity of matching to the previous frame has its symmetric negative disparity to the next frame. The proposed algorithm performs probabilistic choice for each matched pixel between the positive disparity and its symmetric disparity cost. A disparity map obtained by optimization over the cost volume composed of the proposed probabilistic choice is more accurate than the traditional left-to-right and right-to-left disparity maps cross-check. Also, our algorithm needs two times less computational operations per pixel than the cross-check technique. The effectiveness of our approach is demonstrated on synthetic data and real video sequences, with ground-truth value.
机译:横向导航摄像机视频序列的两个连续帧可以视为对极立体声的适当近似。为了克服由遮挡引起的边缘感知不准确性,我们提出了一个模型,该模型将当前帧与下一帧和上一帧进行匹配。与前一帧匹配的正视差与下一帧的对称负视差。所提出的算法对正视差与其对称视差成本之间的每个匹配像素执行概率选择。通过对由建议的概率选择组成的成本量进行优化而获得的视差图比传统的从左到右和从右到左的视差图交叉检查更为准确。同样,我们的算法每个像素所需的计算操作比交叉检查技术少两倍。我们的方法的有效性在合成数据和真实视频序列上得到了证明,具有真实价值。

著录项

  • 来源
    《Optical engineering》 |2016年第2期|023101.1-023101.6|共6页
  • 作者单位

    Institute of Information Transmission Problems, Laboratory of Vision Systems, 19 Bolshoi Karetnii, Moscow 101447, Russia;

    Institute of Information Transmission Problems, Laboratory of Digital Optics, 19 Bolshoi Karetnii, Moscow 101447, Russia;

    Institute of Information Transmission Problems, Laboratory of Digital Optics, 19 Bolshoi Karetnii, Moscow 101447, Russia;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    motion stereo; stereo matching; lateral stereo;

    机译:运动立体声立体声匹配;横向立体;

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