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Linear Six-Point Algorithm of Camera Self-Calibration and 3D Reconstruction from Single-View

机译:单视点相机自校准和3D重构的线性六点算法

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Camera self-calibration and 3D reconstruction plays an important role in robot vision system. In single-view vision system, the number of independent parameter to be estimated is equal to 11. Every 2D point can provide 2 DOF. This means that it is theoretically possible for a single-view vision to selfcalibrate and 3D reconstruction by using at least 6 points. But, how to realize it is still an open problem. This is just the problem to be answered in this paper. By means of projecting the digital 3D shape matrix of the target in the single-view to the null space of its 3D model shape matrix, a new algorithm to linearly and exactly self-calibrate the camera and reconstruct the 3D pose of the target from its at least six un-calibrated feature points and its model shape is developed. The computation in the suggested algorithm applies null subspace projection and some of QR decompositions. Although the algorithm needs only 6 points, more points are encouraged to enhance the estimation precision and robustness of the algorithm. 18 points is more supported as optimal selection. The theoretical analysis and the experiments have demonstrated that the suggested algorithm is fast, exact, efficient and rather robust against noise.
机译:相机自校准和3D重建在机器人视觉系统中起着重要作用。在单视图视觉系统中,要估计的独立参数的数量等于11。每个2D点可以提供2个自由度。这意味着单视图视觉在理论上可以通过使用至少6个点进行自校准和3D重建。但是,如何实现它仍然是一个悬而未决的问题。这只是本文要解决的问题。通过将目标的数字3D形状矩阵在单视图中投影到其3D模型形状矩阵的零空间,一种新的算法可以对摄像机进行线性和精确的自校准,并从其重建目标的3D姿态至少开发六个未校准的特征点,并开发其模型形状。建议算法中的计算应用了零子空间投影和一些QR分解。尽管该算法仅需要6个点,但仍鼓励使用更多点以提高算法的估计精度和鲁棒性。最佳选择更支持18点。理论分析和实验表明,该算法具有快速,准确,有效,抗噪声能力强等优点。

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    《》|2006年|390-395|共6页
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    Zhonggen Yang; Fang Cao;

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