{"id":385,"date":"2016-12-21T14:41:38","date_gmt":"2016-12-21T19:41:38","guid":{"rendered":"http:\/\/www.tmansi.net\/?p=385"},"modified":"2016-12-21T14:55:44","modified_gmt":"2016-12-21T19:55:44","slug":"ai-learns-to-register-two-medical-images","status":"publish","type":"post","link":"https:\/\/www.tmansi.net\/index.php\/2016\/12\/ai-learns-to-register-two-medical-images\/","title":{"rendered":"AI Learns to Register Two Medical Images"},"content":{"rendered":"<p>I<a href=\"http:\/\/www.tmansi.net\/wp-content\/uploads\/2016\/12\/dsl.jpg\"><img loading=\"lazy\" class=\" wp-image-389 alignleft\" src=\"http:\/\/www.tmansi.net\/wp-content\/uploads\/2016\/12\/dsl.jpg\" alt=\"\" width=\"316\" height=\"133\" \/><\/a>nspired by humans, we recently trained an artificial agent to perform the image registration tasks through &#8220;Supervised Action Learning&#8221;, a technique that combines\u00a0Deep Learning and Reinforcement Learning under supervision. By just showing examples of aligned images, the agent could figure out how to register CT and DynaCT images together with high performance and robustness. Check out our <a href=\"https:\/\/arxiv.org\/pdf\/1611.10336.pdf\">AAAI 2017\u00a0paper<\/a>, or join us at the <a href=\"http:\/\/www.aaai.org\/Conferences\/AAAI\/aaai17.php\">conference<\/a> in San Francisco for our oral presentation!<\/p>\n<p>&#8220;<a href=\"https:\/\/arxiv.org\/pdf\/1611.10336.pdf\">An Artificial Agent for Robust Image Registration<\/a>&#8220;, R. Liao et al., AAAI 2017<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Inspired by humans, we recently trained an artificial agent to perform the image registration tasks through &#8220;Supervised Action Learning&#8221;, a technique that combines\u00a0Deep Learning and Reinforcement Learning under supervision. By just showing examples of aligned images, the agent could figure &hellip; <a href=\"https:\/\/www.tmansi.net\/index.php\/2016\/12\/ai-learns-to-register-two-medical-images\/\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"spay_email":"","jetpack_publicize_message":"","jetpack_is_tweetstorm":false,"jetpack_publicize_feature_enabled":true},"categories":[1],"tags":[3,5,4],"jetpack_featured_media_url":"","jetpack_publicize_connections":[],"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p20f66-6d","_links":{"self":[{"href":"https:\/\/www.tmansi.net\/index.php\/wp-json\/wp\/v2\/posts\/385"}],"collection":[{"href":"https:\/\/www.tmansi.net\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.tmansi.net\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.tmansi.net\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tmansi.net\/index.php\/wp-json\/wp\/v2\/comments?post=385"}],"version-history":[{"count":5,"href":"https:\/\/www.tmansi.net\/index.php\/wp-json\/wp\/v2\/posts\/385\/revisions"}],"predecessor-version":[{"id":392,"href":"https:\/\/www.tmansi.net\/index.php\/wp-json\/wp\/v2\/posts\/385\/revisions\/392"}],"wp:attachment":[{"href":"https:\/\/www.tmansi.net\/index.php\/wp-json\/wp\/v2\/media?parent=385"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.tmansi.net\/index.php\/wp-json\/wp\/v2\/categories?post=385"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tmansi.net\/index.php\/wp-json\/wp\/v2\/tags?post=385"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}