{"action":"created","issue":{"url":"https://api.github.com/repos/fchollet/keras/issues/2019","repository_url":"https://api.github.com/repos/fchollet/keras","labels_url":"https://api.github.com/repos/fchollet/keras/issues/2019/labels{/name}","comments_url":"https://api.github.com/repos/fchollet/keras/issues/2019/comments","events_url":"https://api.github.com/repos/fchollet/keras/issues/2019/events","html_url":"https://github.com/fchollet/keras/issues/2019","id":142286302,"number":2019,"title":"BinaryWeight-Networks","user":{"login":"Cospel","id":615554,"avatar_url":"https://avatars.githubusercontent.com/u/615554?v=3","gravatar_id":"","url":"https://api.github.com/users/Cospel","html_url":"https://github.com/Cospel","followers_url":"https://api.github.com/users/Cospel/followers","following_url":"https://api.github.com/users/Cospel/following{/other_user}","gists_url":"https://api.github.com/users/Cospel/gists{/gist_id}","starred_url":"https://api.github.com/users/Cospel/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/Cospel/subscriptions","organizations_url":"https://api.github.com/users/Cospel/orgs","repos_url":"https://api.github.com/users/Cospel/repos","events_url":"https://api.github.com/users/Cospel/events{/privacy}","received_events_url":"https://api.github.com/users/Cospel/received_events","type":"User","site_admin":false},"labels":[],"state":"open","locked":false,"assignee":null,"milestone":null,"comments":3,"created_at":"2016-03-21T08:40:07Z","updated_at":"2016-03-23T09:03:22Z","closed_at":null,"body":"I found this paper yesterday about Binary Networks/Convolutions and XNOR-NET: http://arxiv.org/pdf/1603.05279v1.pdf (XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks).\r\n\r\nAnyone tried this to implement in Keras/Tensorflow?\r\n\r\nThe memory savings looks great. Probably it will be possible just to implement something like Convolution2DBinary layer.\r\n\r\n\r\n"},"comment":{"url":"https://api.github.com/repos/fchollet/keras/issues/comments/200259425","html_url":"https://github.com/fchollet/keras/issues/2019#issuecomment-200259425","issue_url":"https://api.github.com/repos/fchollet/keras/issues/2019","id":200259425,"user":{"login":"bhack","id":1710528,"avatar_url":"https://avatars.githubusercontent.com/u/1710528?v=3","gravatar_id":"","url":"https://api.github.com/users/bhack","html_url":"https://github.com/bhack","followers_url":"https://api.github.com/users/bhack/followers","following_url":"https://api.github.com/users/bhack/following{/other_user}","gists_url":"https://api.github.com/users/bhack/gists{/gist_id}","starred_url":"https://api.github.com/users/bhack/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/bhack/subscriptions","organizations_url":"https://api.github.com/users/bhack/orgs","repos_url":"https://api.github.com/users/bhack/repos","events_url":"https://api.github.com/users/bhack/events{/privacy}","received_events_url":"https://api.github.com/users/bhack/received_events","type":"User","site_admin":false},"created_at":"2016-03-23T09:03:22Z","updated_at":"2016-03-23T09:03:22Z","body":"I open an issue on TF at https://github.com/tensorflow/tensorflow/issues/1592. I don't know what is the state of TH."}}