Plane construction from 3D Points in OpenCV

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梦毁少年i
梦毁少年i 2021-01-16 21:29

I would like to construct a plane from a list of 3D points in OpenCV. I would like to obtain the result by finding the four parameters in the following form: Ax+By+Cz+

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  • 2021-01-16 22:07

    Answer by leveraging OpenCV

    If you want to have equation solved by 3 points, just like follows:

    ax + by + cz = 1

    Example

    you have three points: cv::Point3f p1, p2 and p3, and here is the code:

    cv::Matx33f M(p1.x, p1.y, p1.z,
                  p2.x, p2.y, p2.z,
                  p3.x, p3.y, p3.z);
    cv::Vec3f d(1, 1, 1);
    cv::Vec3f coef = M.inv() * d;
    

    Then, a, b, c are coef(0), coef(1), coef(2) sequentially.

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  • 2021-01-16 22:17

    If the data does not contain outliers and does not contain more than one plane. Furthermore, all the points lay exactly on a plane (the data is not noisy), it is so simple:

    1. Pick up three random points which are not lay on the same line.
    2. solve this system of linear equations:
    x1+by1+cz1+d = 0
    x2+by2+cz2+d = 0
    x3+by3+cz3+d = 0
    

    then :

    A= Choose any number you want in order to match your scale. 
    B= b*A 
    C= c*A 
    D= d*A
    

    If the data is noisy or contains outliers or more than plane (or both) you need then some kind of Robust Estimation techniques. Search for RANSAC as a start.

    if you are familar with RANSAC you can see this example here (it is about lines you can simply generlize it to deal with plane)

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