{"id":276,"date":"2018-10-18T12:24:43","date_gmt":"2018-10-18T10:24:43","guid":{"rendered":"http:\/\/www.itec.aau.at\/~mt\/?p=276"},"modified":"2019-01-08T16:21:28","modified_gmt":"2019-01-08T15:21:28","slug":"mediaeval-2018-medico-task","status":"publish","type":"post","link":"http:\/\/www.itec.aau.at\/~mt\/2018\/10\/mediaeval-2018-medico-task\/","title":{"rendered":"MediaEval 2018 Medico Task"},"content":{"rendered":"<p>We participated in the <a href=\"http:\/\/www.multimediaeval.org\/mediaeval2018\/medico\/\">MediaEval 2018 Medico task<\/a> and recently submitted our working notes paper. This is joint work with Oge Marques (Florida Atlantic University, USA).<\/p>\n<p><strong>Update:<\/strong> Our paper has been accepted and presented at the MediaEval Workshop on Oct 30, 2018. The <a href=\"http:\/\/ceur-ws.org\/Vol-2283\/\">Workshop proceedings appeared at CEUR-WS.org<\/a>.<\/p>\n<p><strong>Title:<\/strong> Early and Late Fusion of Classifiers for the MediaEval Medico Task<\/p>\n<p><strong>Authors:<\/strong> Mario Taschwer, Manfred J\u00fcrgen Primus, Klaus Schoeffmann, Oge Marques<\/p>\n<p><strong>Abstract:<\/strong> We present our results for the MediaEval 2018 Medico<br \/>\ntask, achieved with traditional machine learning methods, such as<br \/>\nlogistic regression, support vector machines, and random forests.<br \/>\nBefore classification, we combine traditional global image features<br \/>\nand CNN-based features (early fusion), and apply soft voting for<br \/>\ncombining the output of multiple classifiers (late fusion). Linear<br \/>\nsupport vector machines turn out to provide both good classification<br \/>\nperformance and low run-time complexity for this task.<\/p>\n<p><strong>Paper:<\/strong> [<a href=\"http:\/\/www.itec.aau.at\/~mt\/wp\/wp-content\/uploads\/2018\/10\/AAUITEC_MediaEval18_camera_ready.pdf\">Preprint PDF<\/a>] [<a href=\"http:\/\/ceur-ws.org\/Vol-2283\/MediaEval_18_paper_23.pdf\">Official Workshop Paper<\/a>]<\/p>\n<p><strong>Presentation:<\/strong> [<a href=\"http:\/\/www.itec.aau.at\/~mt\/wp\/wp-content\/uploads\/2018\/10\/AAUITEC-Medico-2018-presentation.pdf\">Slides PDF<\/a>]<\/p>\n<p><strong>Bibtex citation:<\/strong><\/p>\n<pre>@InProceedings{Taschwer2018a,\r\nTitle\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 = {Early and Late Fusion of Classifiers for the {MediaEval Medico} Task},\r\nAuthor\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 = {Taschwer, Mario and Primus, Manfred J{\\\"u}rgen and Schoeffmann, Klaus and Marques, Oge},\r\nBooktitle\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 = {Working Notes Proceedings of the MediaEval 2018 Workshop},\r\nYear\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 = {2018},\r\nEditor\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 = {M. Larson and P. Arora and C.H. Demarty and M. Riegler and B. Bischke and E. Dellandrea and M. Lux and A. Porter and G.J.F. Jones},\r\nSeries\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 = {CEUR Workshop Proceedings},\r\nVolume\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 = {2283},\r\nUrl\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 = {http:\/\/ceur-ws.org\/Vol-2283\/MediaEval_18_paper_23.pdf}\r\n}\r\n<\/pre>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We participated in the MediaEval 2018 Medico task and recently submitted our working notes paper. This is joint work with Oge Marques (Florida Atlantic University, USA). Update: Our paper has been accepted and presented at the MediaEval Workshop on Oct 30, 2018. The Workshop proceedings appeared at CEUR-WS.org. Title: Early and Late Fusion of Classifiers [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-276","post","type-post","status-publish","format-standard","hentry","category-research"],"_links":{"self":[{"href":"http:\/\/www.itec.aau.at\/~mt\/wp-json\/wp\/v2\/posts\/276","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.itec.aau.at\/~mt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.itec.aau.at\/~mt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.itec.aau.at\/~mt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.itec.aau.at\/~mt\/wp-json\/wp\/v2\/comments?post=276"}],"version-history":[{"count":7,"href":"http:\/\/www.itec.aau.at\/~mt\/wp-json\/wp\/v2\/posts\/276\/revisions"}],"predecessor-version":[{"id":288,"href":"http:\/\/www.itec.aau.at\/~mt\/wp-json\/wp\/v2\/posts\/276\/revisions\/288"}],"wp:attachment":[{"href":"http:\/\/www.itec.aau.at\/~mt\/wp-json\/wp\/v2\/media?parent=276"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.itec.aau.at\/~mt\/wp-json\/wp\/v2\/categories?post=276"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.itec.aau.at\/~mt\/wp-json\/wp\/v2\/tags?post=276"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}