{"id":7120,"date":"2020-06-25T12:21:38","date_gmt":"2020-06-25T17:21:38","guid":{"rendered":"https:\/\/faculty.eng.ufl.edu\/machine-learning\/?p=7120"},"modified":"2026-02-18T11:29:58","modified_gmt":"2026-02-18T16:29:58","slug":"root-identification-with-multiple-instance-learning-published-in-machine-vision-and-applications","status":"publish","type":"post","link":"https:\/\/faculty.eng.ufl.edu\/machine-learning\/2020\/06\/25\/root-identification-with-multiple-instance-learning-published-in-machine-vision-and-applications\/","title":{"rendered":"ROOT IDENTIFICATION WITH MULTIPLE INSTANCE LEARNING PUBLISHED IN MACHINE VISION AND APPLICATIONS!"},"content":{"rendered":"<p><img decoding=\"async\" class=\"alignnone size-full wp-image-6870\" src=\"https:\/\/faculty.eng.ufl.edu\/machine-learning\/wp-content\/uploads\/sites\/759\/2020\/05\/root_segmentation.png\" alt=\"\" width=\"90%\" srcset=\"https:\/\/faculty.eng.ufl.edu\/machine-learning\/wp-content\/uploads\/sites\/759\/2020\/05\/root_segmentation.png 487w, https:\/\/faculty.eng.ufl.edu\/machine-learning\/wp-content\/uploads\/sites\/759\/2020\/05\/root_segmentation-300x103.png 300w\" sizes=\"(max-width: 487px) 100vw, 487px\" \/><\/p>\n<p>Congratulations to our labmates and collaborators <strong>Guohao Yu, Alina Zare, Hudanyun Sheng<\/strong>, Roser Matamala, Joel Reyes-Cabrera, Felix Fritschi and Thomas Juenger! Their paper, <strong>&#8220;Root Identification in Minirhizotron Imagery with Multiple Instance Learning&#8221;<\/strong>, was recently <strong>published in Machine Vision and Applications!<\/strong><\/p>\n<p>Their paper explores the use of multiple instance learning to segment minirhizotron images of plant roots.\u00a0 Contrary to traditional methods which require precisely-labeled groundtruth, their work utilizes weak annotations, saving both time and burden.\u00a0 Check out the paper and code <a href=\"https:\/\/faculty.eng.ufl.edu\/machine-learning\/2019\/03\/4260\/\">here<\/a>!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Congratulations to our labmates and collaborators Guohao Yu, Alina Zare, Hudanyun Sheng, Roser Matamala, Joel Reyes-Cabrera, Felix Fritschi and Thomas Juenger! Their paper, &#8220;Root Identification in Minirhizotron Imagery with Multiple Instance Learning&#8221;, was recently published in Machine Vision and Applications! Their paper explores the use of multiple instance learning to segment minirhizotron images of plant [&hellip;]<\/p>\n","protected":false},"author":28,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-templates\/single-sidebar-none.php","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"featured_post":"","footnotes":"","_links_to":"","_links_to_target":""},"categories":[9],"tags":[53,411,487,577,639,659],"class_list":["post-7120","post","type-post","status-publish","format-standard","hentry","category-news","tag-uncertain-imprecise-labels","tag-label-uncertainty","tag-multiple-instance","tag-plants","tag-roots","tag-segmentation"],"acf":[],"_links":{"self":[{"href":"https:\/\/faculty.eng.ufl.edu\/machine-learning\/wp-json\/wp\/v2\/posts\/7120","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/faculty.eng.ufl.edu\/machine-learning\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/faculty.eng.ufl.edu\/machine-learning\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/machine-learning\/wp-json\/wp\/v2\/users\/28"}],"replies":[{"embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/machine-learning\/wp-json\/wp\/v2\/comments?post=7120"}],"version-history":[{"count":1,"href":"https:\/\/faculty.eng.ufl.edu\/machine-learning\/wp-json\/wp\/v2\/posts\/7120\/revisions"}],"predecessor-version":[{"id":15269,"href":"https:\/\/faculty.eng.ufl.edu\/machine-learning\/wp-json\/wp\/v2\/posts\/7120\/revisions\/15269"}],"wp:attachment":[{"href":"https:\/\/faculty.eng.ufl.edu\/machine-learning\/wp-json\/wp\/v2\/media?parent=7120"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/machine-learning\/wp-json\/wp\/v2\/categories?post=7120"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/machine-learning\/wp-json\/wp\/v2\/tags?post=7120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}