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[Music] hi there this is image from pixel perfect and let me ask you a very simple question what is the smallest unit of a digital image its pixels right a 24 megapixel camera creates images that are made up of 24 million pixels simple stuff now suppose I give you a picture made up of five pixels and I ask you to increase its resolution to lets say 10 pixels now you my friend will easily fill the five pixels right but what about the rest 5 how will you fill those that you will have to guess looking at the existing pixels so all these software and platforms for image upscaling are basically technologies for guessing those missing pixels some like to use the fancy word ai and others like to use machine learning but to put it simply its just technology to fill the missing pixels it can be a simple approach for instance averaging the pixels close by or a very complex approach with hard math today we are going to upscale a low resolution portrait using the top 7 most common image up sca