{"id":1056,"date":"2019-01-24T11:17:48","date_gmt":"2019-01-24T10:17:48","guid":{"rendered":"http:\/\/www.dfki.de\/MedicalCPS\/?page_id=1056"},"modified":"2020-11-13T09:45:55","modified_gmt":"2020-11-13T09:45:55","slug":"skincare","status":"publish","type":"page","link":"https:\/\/medicalcps.dfki.de\/?page_id=1056","title":{"rendered":"Skincare"},"content":{"rendered":"\n<p>Funding period 01\/2019 &#8211; 12\/2019<\/p>\n\n\n<p><a style=\"margin-right: 32px;\" href=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2015\/06\/EIT-Digital1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-365 \" src=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2015\/06\/EIT-Digital1-300x154.png\" alt=\"\" width=\"189\" height=\"104\"><\/a><a href=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2019\/11\/H2020.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-1268\" src=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2019\/11\/H2020-300x127.png\" alt=\"\" width=\"220\" height=\"127\"><\/a><\/p>\n<p>In Skincare, we develop a mobile application for patients and health professionals in the context of skin cancer diagnosis and treatment.<\/p>\n<p><a href=\"https:\/\/arxiv.org\/pdf\/1908.08187.pdf\">A CNN toolbox for skin cancer classification. Fabrizio Nunnari and Daniel Sonntag, 2019.<\/a><\/p>\n<p><a href=\"https:\/\/arxiv.org\/pdf\/2005.09448.pdf\">The Skincare Project. Daniel Sonntag, Fabrizio Nunnari and Hans-J\u00fcrgen Profitlich, 2020.<\/a><\/p>\n<h2 class=\"title\">Objectives<\/h2>\n<p>We will combine patient records with mobile images for knowledge discovery and knowledge acquisition toward decision support and services in clinical and non-clinical environments. Input modes include smartphones for a direct digitization of patient data and images. The innovative aspect is a holistic view on individual patients based on teledermatology, whereby patient data and lesions photographed with a mobile device can be taken into account for clinical and non-clinical decision support.<\/p>\n<p><a href=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2019\/01\/skincare.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1061\" src=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2019\/01\/skincare.png\" alt=\"\" width=\"796\" height=\"494\" srcset=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2019\/01\/skincare.png 796w, https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2019\/01\/skincare-300x186.png 300w, https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2019\/01\/skincare-768x477.png 768w\" sizes=\"auto, (max-width: 796px) 100vw, 796px\" \/><\/a><\/p>\n<p>Further, we conduct research in interactive machine learning to explain deep neural network decisions by smart visualizations of medically relevant visual concepts.<\/p>\n<p><a href=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2019\/05\/skincare_usecase.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1144 size-large\" src=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2019\/05\/skincare_usecase-1024x768.png\" alt=\"\" width=\"1024\" height=\"768\" srcset=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2019\/05\/skincare_usecase.png 1024w, https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2019\/05\/skincare_usecase-300x225.png 300w, https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2019\/05\/skincare_usecase-768x576.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p><a href=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2020\/09\/KI_poster.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1554\" src=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2020\/09\/KI_poster.jpg\" alt=\"\" width=\"2500\" height=\"1223\"><\/a><\/p>\n<h2 class=\"title\">Expected Outcome and Contributions<\/h2>\n<ul>\n<li>Enabling technology for clinical decision support based on interactive machine learning<\/li>\n<li>Reference architecture towards a Digital European Healthcare Infrastructure (also cf. EIT MCPS)<\/li>\n<li>Technical components for aggregating digitised patient information (patient record and teledermascopic images),<\/li>\n<li>Integration of decision support technology into clinical test-bed environments.<\/li>\n<li>Diagnostic and decision support systems in dermatology for (1) patients and (2) doctors.<\/li>\n<\/ul>\n<h2 class=\"title\">People<\/h2>\n<p>Daniel Sonntag (DFKI, supervisor)<br>Hans-J\u00fcrgen Profitlich (DFKI, senior software developer)<br>Fabrizio Nunnari (DFKI, senior researcher)<br>Abraham Ezema (DFKI)<br>Haris Iqbal (DFKI)<br>Md Abdul Kadir (DFKI)<br>Duy Nguyen (DFKI)<\/p>\n<h2 class=\"title\">Partners<\/h2>\n<div>\n<ul>\n<li><a href=\"https:\/\/www.dfki.de\" target=\"_blank\" rel=\"noopener noreferrer\">DFKI<\/a><\/li>\n<li><a href=\"https:\/\/www.degetel.com\" target=\"_blank\" rel=\"noopener noreferrer\">Degetel<\/a><\/li>\n<li><a href=\"http:\/\/ambroisepare.aphp.fr\" target=\"_blank\" rel=\"noopener noreferrer\">Ambroise Par\u00e9 Hospital Paris<\/a><\/li>\n<\/ul>\n<\/div>\n<h2 class=\"title\">Sponsored by<\/h2>\n<p><a href=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2019\/11\/H2020.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-1268\" src=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2019\/11\/H2020-300x127.png\" alt=\"\" width=\"200\" height=\"127\"><\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>Funding period 01\/2019 &#8211; 12\/2019 In Skincare, we develop a mobile application for patients and health professionals in the context of skin cancer diagnosis and treatment. A CNN toolbox for skin cancer classification. Fabrizio Nunnari and Daniel Sonntag, 2019. The &hellip; <a href=\"https:\/\/medicalcps.dfki.de\/?page_id=1056\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":13,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"footnotes":""},"class_list":["post-1056","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=\/wp\/v2\/pages\/1056","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1056"}],"version-history":[{"count":7,"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=\/wp\/v2\/pages\/1056\/revisions"}],"predecessor-version":[{"id":1636,"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=\/wp\/v2\/pages\/1056\/revisions\/1636"}],"wp:attachment":[{"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1056"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}