{"id":695,"date":"2021-10-14T19:25:38","date_gmt":"2021-10-14T17:25:38","guid":{"rendered":"http:\/\/www.labdma.unina.it\/?p=695"},"modified":"2023-02-26T19:09:22","modified_gmt":"2023-02-26T18:09:22","slug":"predictive-medicine-and-deep-learning","status":"publish","type":"post","link":"https:\/\/www.labdma.unina.it\/index.php\/2021\/10\/14\/predictive-medicine-and-deep-learning\/","title":{"rendered":"Predictive Medicine and Deep Learning"},"content":{"rendered":"\n<p>We are proud to announce that the paper &#8220;Predictive Medicine for Salivary Gland Tumours Identification Through Deep Learning&#8221; has been published in the Journal of Biomedical and Health Informatics. \ud83c\udf89&nbsp; This research provides a promising application of AI in predictive medicine and can pave the way for the development of more accurate and personalized medical treatments. \ud83d\udcbb\ud83d\udcc8<br>Check out more at <a href=\"https:\/\/ieeexplore.ieee.org\/abstract\/document\/9573315?casa_token=J1rtYgM-ugcAAAAA:U19s6LI6xNl9zoIUoXDTOm7ytwudAUGDk8_XmHodORg0fcRzc_gd1MtEDR4xhyyP_hiV1hQ\">https:\/\/ieeexplore.ieee.org\/abstract\/document\/9573315?casa_token=J1rtYgM-ugcAAAAA:U19s6LI6xNl9zoIUoXDTOm7ytwudAUGDk8_XmHodORg0fcRzc_gd1MtEDR4xhyyP_hiV1hQ<\/a><\/p>\n\n\n\n<p>This research work presents and discusses a Deep Learning-based framework for automatic segmentation and classification of salivary gland tumours. Furthermore, we propose an explainable segmentation learning approach supporting the effectiveness of the proposed framework through a per-epoch learning process analysis and the attention map mechanism. The proposed framework was evaluated with a collected CT dataset of patients with salivary gland tumours. Experimental results show that our methodology achieves significant scores on both segmentation and classification tasks.<\/p>\n\n\n\n<p>Link to Publication:<\/p>\n\n\n\n<p><a href=\"https:\/\/ieeexplore.ieee.org\/abstract\/document\/9573315\">https:\/\/ieeexplore.ieee.org\/abstract\/document\/9573315<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<div class=\"slide-text-bg2\">\n<h3>&lt;div class=&quot;slide-text-bg2&quot;&gt;<br \/>\n&lt;h3&gt;We are proud to announce that the paper &#8220;Predictive Medicine for Salivary Gland Tumours Identification Through Deep Learning&#8221; has been&lt;\/h3&gt;<br \/>\n&lt;\/div&gt;<br \/>\n&lt;div class=&quot;flex-btn-div&quot;&gt;&lt;a href=&quot;https:\/\/www.labdma.unina.it\/index.php\/2021\/10\/14\/predictive-medicine-and-deep-learning\/&quot; class=&quot;btn1 flex-btn&quot;&gt;Leggi tutto&lt;\/a&gt;&lt;\/div&gt;<br \/>\n<\/h3>\n<\/div>\n<div class=\"flex-btn-div\"><a href=\"https:\/\/www.labdma.unina.it\/index.php\/2021\/10\/14\/predictive-medicine-and-deep-learning\/\" class=\"btn1 flex-btn\">Leggi tutto<\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"_links":{"self":[{"href":"https:\/\/www.labdma.unina.it\/index.php\/wp-json\/wp\/v2\/posts\/695"}],"collection":[{"href":"https:\/\/www.labdma.unina.it\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.labdma.unina.it\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.labdma.unina.it\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.labdma.unina.it\/index.php\/wp-json\/wp\/v2\/comments?post=695"}],"version-history":[{"count":2,"href":"https:\/\/www.labdma.unina.it\/index.php\/wp-json\/wp\/v2\/posts\/695\/revisions"}],"predecessor-version":[{"id":963,"href":"https:\/\/www.labdma.unina.it\/index.php\/wp-json\/wp\/v2\/posts\/695\/revisions\/963"}],"wp:attachment":[{"href":"https:\/\/www.labdma.unina.it\/index.php\/wp-json\/wp\/v2\/media?parent=695"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.labdma.unina.it\/index.php\/wp-json\/wp\/v2\/categories?post=695"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.labdma.unina.it\/index.php\/wp-json\/wp\/v2\/tags?post=695"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}