{"action":"created","issue":{"url":"https://api.github.com/repos/rykov8/ssd_keras/issues/1","repository_url":"https://api.github.com/repos/rykov8/ssd_keras","labels_url":"https://api.github.com/repos/rykov8/ssd_keras/issues/1/labels{/name}","comments_url":"https://api.github.com/repos/rykov8/ssd_keras/issues/1/comments","events_url":"https://api.github.com/repos/rykov8/ssd_keras/issues/1/events","html_url":"https://github.com/rykov8/ssd_keras/issues/1","id":188784227,"number":1,"title":"Slow detection","user":{"login":"MrXu","id":2959810,"avatar_url":"https://avatars.githubusercontent.com/u/2959810?v=3","gravatar_id":"","url":"https://api.github.com/users/MrXu","html_url":"https://github.com/MrXu","followers_url":"https://api.github.com/users/MrXu/followers","following_url":"https://api.github.com/users/MrXu/following{/other_user}","gists_url":"https://api.github.com/users/MrXu/gists{/gist_id}","starred_url":"https://api.github.com/users/MrXu/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/MrXu/subscriptions","organizations_url":"https://api.github.com/users/MrXu/orgs","repos_url":"https://api.github.com/users/MrXu/repos","events_url":"https://api.github.com/users/MrXu/events{/privacy}","received_events_url":"https://api.github.com/users/MrXu/received_events","type":"User","site_admin":false},"labels":[],"state":"open","locked":false,"assignee":null,"assignees":[],"milestone":null,"comments":4,"created_at":"2016-11-11T15:28:36Z","updated_at":"2016-11-15T20:59:44Z","closed_at":null,"body":"Great work! Thanks a lot!\r\n\r\nThe detection takes around 2 second per image on a mac using only CPU.\r\nIt's quite different from the performance of test provided in the paper.\r\nApart from hardware, is it possible that it's caused by the overhead of Keras? \r\nAlso, may I ask is it possible to shrink the network somehow?\r\nThank you.\r\n"},"comment":{"url":"https://api.github.com/repos/rykov8/ssd_keras/issues/comments/260766135","html_url":"https://github.com/rykov8/ssd_keras/issues/1#issuecomment-260766135","issue_url":"https://api.github.com/repos/rykov8/ssd_keras/issues/1","id":260766135,"user":{"login":"rykov8","id":12550856,"avatar_url":"https://avatars.githubusercontent.com/u/12550856?v=3","gravatar_id":"","url":"https://api.github.com/users/rykov8","html_url":"https://github.com/rykov8","followers_url":"https://api.github.com/users/rykov8/followers","following_url":"https://api.github.com/users/rykov8/following{/other_user}","gists_url":"https://api.github.com/users/rykov8/gists{/gist_id}","starred_url":"https://api.github.com/users/rykov8/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/rykov8/subscriptions","organizations_url":"https://api.github.com/users/rykov8/orgs","repos_url":"https://api.github.com/users/rykov8/repos","events_url":"https://api.github.com/users/rykov8/events{/privacy}","received_events_url":"https://api.github.com/users/rykov8/received_events","type":"User","site_admin":false},"created_at":"2016-11-15T20:59:44Z","updated_at":"2016-11-15T20:59:44Z","body":"@MrXu as for training, I'm working on this part, hope to release the code this week. I also had to change some things in the architecture in order to be able to train the net. However, I will test it only for my problem, but I try to implement training as universal, as possible. Hope, it will be useful.\r\nAs for real-time detection, I'm quite sure, that unfortunately, it is nearly impossible nowadays to run deep nets on CPU with real-time performance. If you need real-time on CPU you might consider simpler methods with loss of quality."}}
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