Hobbyist Denis Shiryaev is back at it again, and this time, he’s upscaled footage of Amsterdam, Netherlands in 1922, with plenty of crowds and even a few shots of its famous canals. To accomplish this, neural networks boosted the footage to 60 frames per second, upscaled video to 4K, improved video sharpness, stabilized everything, and then last, but not least, added some color.
The utility of artificial neural network models lies in the fact that they can be used to infer and use a function from merely observing it. Unsupervised neural networks are also capable of learning representations of the input that capture the salient characteristics of the input distribution. Learning in neural networks is particularly useful in applications where the complexity of the data or task makes manual design of such functions impractical.
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