Image Inpainting is a technique used in digital image processing to fill in missing or damaged parts of an image. It involves analyzing the surrounding pixels and using that information to recreate the missing areas, making the final image look seamless and natural. This process can be applied to various types of images, including photographs and artwork. The method can be performed manually by artists or automatically using algorithms and software tools. Deep Learning has advanced the field of image inpainting, allowing for more sophisticated and realistic results. Applications include restoring old photos, removing unwanted objects, and enhancing visual content in media.