Restoring color in a picture involves techniques such as digital colorization, which uses algorithms to analyze black and white images and assign appropriate colors based on the context. This process can be automated with software or done manually by an artist. It requires a deep understanding of color theory and the original image's content to achieve a realistic and authentic color restoration.