A neural network is exposed to a large number of high-resolution and low-resolution image pairs. The amazing breakthrough of this particular paper is that it uses artificial intelligence (A.I.) to fill in those missing pieces that cannot be directly computed. Theoretically, there is no way to perfectly recreate a high-resolution image from only a low-resolution image. In the paper, 400% enlarged photos had crisp edges, few artifacts, and - never seen before - rich detail!Īs the first company to use super-resolution technology in commercial products, we keep track of all major research in this area. I was reading a paper about deep-learning based super-resolution. I still vividly remember the day I was blown away when I discovered an enlarged photo similar to the one above.
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