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The Convolution Theorem says that convolving two signals in time (or space) equals multiplying their spectra in the frequency domain.
The Discrete Fourier Transform (DFT) converts a length-N sequence from the time (or spatial) domain into N complex frequency coefficients that describe how much of each sinusoid is present.