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Recently, a face enhancement method called DFD net was introduced for image restoration. Instead of upscaling the entire image, it focuses on enhancing facial features like the eyes and mouth using reference features to generate a detailed result. Microsoft released an open-source AI called Bring Photos Back to Life which includes features like noise reduction, tone adjustment, phase enhancement, and physical damage restoration, removing scratches, food marks, and brown spots simultaneously. The hand-picked results from this AI are impressive and promising for image restoration.