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That's really cool. However, that's not what ESRI is doing. You can see evidence of the mistakes it will make in their own blog post.


Indeed, in this case ESRI is talking about deep-learning based single image superresolution. With multiple images, even something as simple as shift-and-add can recover details (and lower noise in the picture), but you do require having multiple images. Video being a sequence of images, with large or small movement in between frames, can be an ideal source for robust SR algorithms. To complicate things further, there are deep-learing based multi-image SR algorithms too.




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