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Image in-painting is the technique used to retrieve the missing or damaged part of the image region and maintain the image quality. Nowadays, images are captured with the help of high- resolution cameras, and mobile phones with high megapixels are used. Processing of these high-resolution images becomes more complicated with traditional algorithms. Images are beneficial for encryption, processing, authentication, sharing, etc. Various mobile apps use image in-painting and are also used in social networking sites. Due to the extra part or distortion, sometimes useful images get damaged or deleted. Restoring the images or painting are very natural as its basic version, A super-resolution (SR) algorithm is beneficial for predicting and filling in the lost image information.