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I am currently learning about the Fourier transform of digital images, but I am wondering about one aspect. In most visualisations of fourier transforms of images, a horizontal and a vertical line in the middle seem to be rather dense compared to the rest of the image. Below is an image of two pattern which, from my understanding, should only have three entries in the fourier spectrum each.

enter image description here

That there are more than three lines should be due to the fact that there are horizontal and vertical sinusoidal waves of most frequencies used to represent the original image. These two lines in the FFT-spectrum seem to appear in most images, not only in such with regular patterns, so my guess is it has something to do with the discrete pixels, but i can't quite wrap my head around why it would use all frequencies and only in those two directions. Even if it is about "sampling" the pixels, wouldn't diagonal lines be as well suited to represent quadratic pixels (for less regular images than above)?

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For an image containing an oriented 1D sine pattern looking like a corrugated sheet like the ones displayed, the 2D Fourier transform magnitude spectrum generally contains information along a line (aligned dots). One indeed may expect (at least) three dots: one in the center for the average or DC component (which could be zero if the mean is subtracted from the image), and two symmetric ones whose distance is in inverse proportionality with the frequency of the sine.

Since the image is limited in size (hence windowed) and the spectrum is computed using an FFT (which hypothetizes periodicity of the input), one may observe "ripples" (corresponding with a cardinal sine kernel in the frequency domain, dual to the 2D rectangular window) and border effects (with a centered cross).

You can find additional descriptions in Fourier Transform or slides 8 to 14 of 2D Fourier transforms.

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