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The amplitude of an image represents the intensity of the different frequencies in the image. Therefore, it holds the geometrical structure of features in the image (i.e. changes in the spatial domain). The phase on the other hand, represents the locations of these features (which helps our human eye to better comprehend the image). Here's a visualization I ...

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