Relationship Between Convolution and Fourier Analysis

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While I am reading a lecture note about a rendering of lighting and its reflection on surfaces, I've found the following change of formula using Fourier Analysis

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The author appended the following slides too, but can't understand how to formula converted with those hints.

Any hint for good starting of understanding this conversion?

The full lecture note is available at link

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