Phase correlation

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梦毁少年i
梦毁少年i 2020-12-17 03:41

How can rotation angle be determined by phase correlation(using fft) of 2 images? The algorithm given in http://en.wikipedia.org/wiki/Phase_correlation returns linear shift,

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  •  感情败类
    2020-12-17 04:36

    Log polar transformation is actually rotation and scale invariant.. Rotation corresponds to shift in y axis and scaling corresponds to shift in x axis in log polar transformation

    So simple steps are as follows for finding an image x in image y:

    1. Find image x in image y (use phase correlation in cartesian coordinates)

    2. Compute log polar transforms of both x and y (this is a whole other problem, see references below), make sure to center on the same feature in both images.

    3. Find FFT of x and y, say F(X) and F(y)

    4. Find phase correlation of F(x) and F(y), call it R

    5. Find the IFFT (inverse FFT) of R. The peak value of R corresponds to the rotation deviation in the Y Axis and to the Scaling deviation in the X Axis from the original Image.

    References:

    1. http://etd.lsu.edu/docs/available/etd-07072005-113808/unrestricted/Thunuguntla_thesis.pdf

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