The best answer to this question is actually provided by Ouss which is only at 1 up vote. Showing the 1d case for frequency of an image is far more illuminating than showing the 2d case.
Most people with a mathematics, or music background of any level understand frequency in terms "hertz". Aka speed of vibration. Translating it to speed of change of pixel value per pixels is difficult without the 1d case.