![深層学習を勉強してリアルタイム映像表現に使ってみた話](https://cdn-ak-scissors.b.st-hatena.com/image/square/5b0df473104ec772209e111e6af9438027340cde/height=288;version=1;width=512/https%3A%2F%2Fqiita-user-contents.imgix.net%2Fhttps%253A%252F%252Fcdn.qiita.com%252Fassets%252Fpublic%252Farticle-ogp-background-412672c5f0600ab9a64263b751f1bc81.png%3Fixlib%3Drb-4.0.0%26w%3D1200%26mark64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-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%26mark-x%3D142%26mark-y%3D57%26blend64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-dGV4dD9peGxpYj1yYi00LjAuMCZoPTc2Jnc9NzcwJnR4dD0lNDBrZWlqaXJvJnR4dC1jb2xvcj0lMjMyMTIxMjEmdHh0LWZvbnQ9SGlyYWdpbm8lMjBTYW5zJTIwVzYmdHh0LXNpemU9MzYmdHh0LWFsaWduPWxlZnQlMkN0b3Amcz1kNjM4ZWJiODQ1MWMxY2MwNzRiZTk1N2E2NWIwNDRkNw%26blend-x%3D142%26blend-y%3D486%26blend-mode%3Dnormal%26s%3D2d6fc0f35bbbadd3e91b4a13cceae8ad)
Example results on several image-to-image translation problems. In each case we use the same architecture and objective, simply training on different data. We investigate conditional adversarial networks as a general-purpose solution to image-to-image translation problems. These networks not only learn the mapping from input image to output image, but also learn a loss function to train this mappi
Recently, I made a Tensorflow port of pix2pix by Isola et al., covered in the article Image-to-Image Translation in Tensorflow. I've taken a few pre-trained models and made an interactive web thing for trying them out. Chrome is recommended. The pix2pix model works by training on pairs of images such as building facade labels to building facades, and then attempts to generate the corresponding out
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