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五点约束最小二乘法估计光流速度场

Computation of Optical Flow by Five-Point-Constraint Least-Squares Method

  • 摘要: 提出一种二维光流场快速计算算法.首先求取当前像素点光流约束线与其8邻域像素点所对应8条光流约束线的交点;其次从8个交点中选取几何位置处于中间的4点,即速度处于中间值,且相互接近的4点,并以其对应的像素点与当前像素点一起构成5置信点;利用5置信点的光流约束方程构造一超定的方程组;最后利用最小二乘法求取当前像素点的光流速度.

     

    Abstract: The algorithm first calculates intersections of optical flow constraint line of the central pixel with constraint lines of its eight-connected pixels.From the eight intersection points,choose four points located in the middle position and close to each other.These four points correspond to four optical flow velocities of middle values. The four chosen points and the central pixel compose five-crediblepoints and their optical flow constraint equations compose a super determinant equation group.LeastSquares Method is used to calculate the optical flow velocity of the central pixel.such an approach results in higher computing efficiency and robustness.

     

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