{"id":382,"date":"2020-10-21T09:19:38","date_gmt":"2020-10-21T09:19:38","guid":{"rendered":"http:\/\/www.creatis.insa-lyon.fr\/~grenier\/?p=382"},"modified":"2021-11-09T16:23:12","modified_gmt":"2021-11-09T16:23:12","slug":"introduction-to-unet-for-image-segmentation","status":"publish","type":"post","link":"https:\/\/www.creatis.insa-lyon.fr\/~grenier\/?p=382","title":{"rendered":"Introduction to UNet for image segmentation (TF1)"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p>The short introduction to UNet and its architecture (<a href=\"https:\/\/www.creatis.insa-lyon.fr\/~grenier\/wp-content\/uploads\/teaching\/UNet\/UNet_InBrief.pdf\" data-type=\"URL\" data-id=\"https:\/\/www.creatis.insa-lyon.fr\/~grenier\/wp-content\/uploads\/teaching\/UNet\/UNet_InBrief.pdf\">pdf<\/a>)<\/p>\n\n\n\n<p>The proposed code work fine with Tensorflow 1.15 and keras (almostly outdated&#8230;).<\/p>\n\n\n\n<p>Download this full archive with code, data, and pre-trained model (214 Mo, <a href=\"https:\/\/www.creatis.insa-lyon.fr\/~grenier\/wp-content\/uploads\/teaching\/UNet\/TP_UNET_FULL.zip\">TP_UNET_FULL.zip<\/a>). Then, use the notebooks in <em>notebooks_local<\/em> directory.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The short introduction to UNet and its architecture (pdf) The proposed code work fine with Tensorflow 1.15 and keras (almostly outdated&#8230;). Download this full archive with code, data, and pre-trained model (214 Mo, TP_UNET_FULL.zip). Then, use the notebooks in notebooks_local directory.<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"templates\/template-full-width.php","format":"standard","meta":{"footnotes":""},"categories":[18,6,4],"tags":[],"class_list":["post-382","post","type-post","status-publish","format-standard","hentry","category-deep-learning-teaching","category-image-processing","category-teaching"],"_links":{"self":[{"href":"https:\/\/www.creatis.insa-lyon.fr\/~grenier\/index.php?rest_route=\/wp\/v2\/posts\/382","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.creatis.insa-lyon.fr\/~grenier\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.creatis.insa-lyon.fr\/~grenier\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.creatis.insa-lyon.fr\/~grenier\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.creatis.insa-lyon.fr\/~grenier\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=382"}],"version-history":[{"count":11,"href":"https:\/\/www.creatis.insa-lyon.fr\/~grenier\/index.php?rest_route=\/wp\/v2\/posts\/382\/revisions"}],"predecessor-version":[{"id":508,"href":"https:\/\/www.creatis.insa-lyon.fr\/~grenier\/index.php?rest_route=\/wp\/v2\/posts\/382\/revisions\/508"}],"wp:attachment":[{"href":"https:\/\/www.creatis.insa-lyon.fr\/~grenier\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=382"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.creatis.insa-lyon.fr\/~grenier\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=382"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.creatis.insa-lyon.fr\/~grenier\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=382"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}