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Simultaneous Projector-Camera Self-Calibration for Three-Dimensional Reconstruction and Projection Mapping

机译:三维投影和投影映射的同时投影机-摄像机自校准

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摘要

Automatic calibration of structured-light systems, generally consisting of a projector and camera, is of great importance for a variety of practical applications. We propose a novel optimization approach for geometric calibration of a projector-camera system that estimates the intrinsic, extrinsic, and distortion parameters of both the camera and projector in an automatic fashion using structured light. Our approach benefits from a novel multifactor objective function that finds maximum-likelihood estimates from noisy point correspondences using constraints on focal lengths and resolves ambiguities estimating the fundamental matrix by enforcing epipolar geometry on the rectified noisy data. This new formulation allows estimation of all calibration parameters simultaneously and minimization is ensured by a greedy descent algorithm that decreases the cost function at each iteration. This provides more accurate parameter estimation, reconstruction accuracy, and robustness to noise and poor initialization compared to previous methods. Experimental results demonstrate the stability and robustness of our method, and show that the proposed solution outperforms a currently leading approach to an automatic geometric projector-camera calibration.
机译:通常由投影仪和照相机组成的结构光系统的自动校准对于各种实际应用非常重要。我们提出了一种用于投影仪-相机系统的几何校准的新颖优化方法,该方法可以使用结构化光以自动方式估算相机和投影仪的固有,外在和失真参数。我们的方法得益于新颖的多因素目标函数,该函数使用焦距约束从嘈杂点对应关系中找到最大似然估计,并通过在整流后的噪声数据上实施对极几何来解决估算基本矩阵的歧义。这种新的公式允许同时估计所有校准参数,并且通过降低每次迭代成本函数的贪婪下降算法确保了最小化。与以前的方法相比,这提供了更准确的参数估计,重构精度以及对噪声的鲁棒性和较差的初始化。实验结果证明了我们方法的稳定性和鲁棒性,并且表明所提出的解决方案优于目前领先的自动几何投影仪-摄像机校准方法。

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