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Recently, a face enhancement method for image restoration called dfd net was introduced. Instead of upscaling the entire image, this method focuses on individual facial features like eyes and mouth. By referencing a library of these features, a detailed and accurate enhancement is generated to replace the extracted feature. Microsoft recently released an open-source AI called Bring Photos Back to Life, featuring functions like noise reduction, tone readjustment, and physical damage restoration. The hand-picked results showcase impressive improvements, including the ability to remove scratches, food marks, and brown spots simultaneously.