{"id":2440,"date":"2022-04-19T06:44:32","date_gmt":"2022-04-19T06:44:32","guid":{"rendered":"https:\/\/medgift.hevs.ch\/wordpress\/?p=2440"},"modified":"2022-04-19T06:44:33","modified_gmt":"2022-04-19T06:44:33","slug":"article-published-in-computers-in-biology-and-medicine","status":"publish","type":"post","link":"https:\/\/medgift.hevs.ch\/wordpress\/article-published-in-computers-in-biology-and-medicine\/","title":{"rendered":"Article published in Computers in Biology and Medicine"},"content":{"rendered":"\n<p>Our work on &#8220;<a href=\"https:\/\/authors.elsevier.com\/c\/1evaf2OYd01JL\">Grading diabetic retinopathy and prostate cancer diagnostic images with deep quantum ordinal regression<\/a>&#8220;, by S. Toledo-Cort\u00e9s D. H. Useche H. M\u00fcller and F.  A. Gonz\u00e1lez, has been published in Computers in Biology and Medicine (Elsevier). <\/p>\n\n\n\n<p id=\"p0010\">A new end-to-end neural probabilistic ordinal regression method is proposed to predict a probability distributions over a range of grades. The model, evaluated on prostate cancer diagnosis and diabetic retinopathy grade estimation, can also quantify its uncertainty.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"302\" src=\"https:\/\/medgift.hevs.ch\/wordpress\/wp-content\/uploads\/2022\/04\/Screenshot-from-2022-04-19-08-37-05-1024x302.png\" alt=\"\" class=\"wp-image-2443\" srcset=\"https:\/\/medgift.hevs.ch\/wordpress\/wp-content\/uploads\/2022\/04\/Screenshot-from-2022-04-19-08-37-05-1024x302.png 1024w, https:\/\/medgift.hevs.ch\/wordpress\/wp-content\/uploads\/2022\/04\/Screenshot-from-2022-04-19-08-37-05-300x88.png 300w, https:\/\/medgift.hevs.ch\/wordpress\/wp-content\/uploads\/2022\/04\/Screenshot-from-2022-04-19-08-37-05-768x227.png 768w, https:\/\/medgift.hevs.ch\/wordpress\/wp-content\/uploads\/2022\/04\/Screenshot-from-2022-04-19-08-37-05.png 1468w\" sizes=\"auto, (max-width: 706px) 89vw, (max-width: 767px) 82vw, 740px\" \/><\/figure>\n\n\n\n<p>Overview of the proposed approach for diabetic retinopathy (DR) grading. An Inception-V3 network was used as feature extractor for the eye fundus image. These features were<br>the input for the regressor model, which yielded a posterior probability distribution over the DR grades.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Our work on &#8220;Grading diabetic retinopathy and prostate cancer diagnostic images with deep quantum ordinal regression&#8220;, by S. Toledo-Cort\u00e9s D. H. Useche H. M\u00fcller and F. A. Gonz\u00e1lez, has been published in Computers in Biology and Medicine (Elsevier). A new end-to-end neural probabilistic ordinal regression method is proposed to predict a probability distributions over a &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/medgift.hevs.ch\/wordpress\/article-published-in-computers-in-biology-and-medicine\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Article published in Computers in Biology and Medicine&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2440","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p8AP2d-Dm","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/posts\/2440","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/comments?post=2440"}],"version-history":[{"count":1,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/posts\/2440\/revisions"}],"predecessor-version":[{"id":2444,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/posts\/2440\/revisions\/2444"}],"wp:attachment":[{"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/media?parent=2440"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/categories?post=2440"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/tags?post=2440"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}