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Real-time Depth Reconstruction from Stereo Sequences

机译:立体序列的实时深度重建

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摘要

We propose a fast depth reconstruction algorithm for stereo sequences using camera geometry and disparity estimation. In disparity estimation process, we calculate dense background disparity fields in an initialization step so that only disparities of moving object regions are updated in the main process using real-time segmentation and hierarchical disparity estimation techniques. The estimated dense disparity fields are converted into depth information by camera geometry. Experimental results show that the proposed algorithm provides accurate depth information with an average processing speed of 15 frames/sec for 320 x 240 stereo sequences on a common PC. We also verified the performance of the proposed algorithm by applying it to real applications.
机译:我们提出了一种使用相机几何和视差估计的立体序列快速深度重建算法。在视差估计过程中,我们在初始化步骤中计算密集的背景视差字段,以便在使用实时分割和分层视差估计技术的主要过程中仅更新运动对象区域的视差。估计的密集视差字段通过相机几何形状转换为深度信息。实验结果表明,该算法在普通PC上以320 x 240立体声序列提供平均准确的深度信息,平均处理速度为15帧/秒。我们还通过将其应用于实际应用来验证了该算法的性能。

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