Compare phase and magnitude spectrum results of 2 Images
The images are mostly noise with a recognizable cross in the middle, that means that there is nothing in the image that repeats. The first image however shows some patterns (circles), not just the cross, those are probable the wall on the top-left which has some repeating pattern on it.