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In many CSI movies, theres that scene where someone finds a small and obscured image, and they get a clear picture out of it by zooming and enhancing it. Is this really possible? Mostly no, those movies are nowhere near technically accurate. But, to some extent, yes. It is indeed possible to enlarge and enhance images, and thats called super-resolution. Thats what we are going to be talking about in this video. The process of upscaling and enhancing an image is called super-resolution. There are multiple ways to do it. For now, lets focus on single-frame super-resolution where we have a single low-resolution image, and we want to upscale it. So how can we upscale an image? The simplest way to do would be to spread the pixels out and fill in the holes by copying the values from the closest pixels. Thats how nearest neighbor upscaling works. But that doesnt really look like a higher-resolution image, does it? It looks more like a low-resolution image with larger pixels. You can im
