1. An image capturing apparatus for capturing an image of a subject; comprising: an image pick-up unit for acquiring said image; and a noise reduction unit which removes a frequency component of a color difference signal of said image corresponding to a frequency component of a luminance signal based on said frequency component of said luminance signal of said image.