We used pretrained convolutional neural networks (CNNs) to automatically colorize, denoise, and upscale a portion of Godard's Breathless (1960).

We accomplished this by leveraging pretrained models released by the authors of two recent papers: [1] Gustav Larsson, Michael Maire, and Gregory Shakhnarovich. "Learning Representations for Automatic Colorization," In arXiv, Mar 2016. http://arxiv.org/pdf/1603.06668v1.pdf [2] Chao Dong, Chen Change Loy, Kaiming He, Xiaoou Tang, "Image Super-Resolution Using Deep Convolutional Networks", In arXiv, Jan 2015. http://arxiv.org/abs/1501.00092

We created a docker container so users can easily colorize, denoise, and upscale their own videos on any machine that has docker installed (although you'll need a good GPU to do this quickly).

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