{"id":1697,"date":"2016-07-06T11:06:22","date_gmt":"2016-07-06T10:06:22","guid":{"rendered":"http:\/\/wp.cs.ucl.ac.uk\/gift-surg\/?p=1697"},"modified":"2016-07-06T11:06:22","modified_gmt":"2016-07-06T10:06:22","slug":"work-interactive-segmentation-presented-miccai-2016","status":"publish","type":"post","link":"https:\/\/wp1.cs.ucl.ac.uk\/gift-surg\/2016\/07\/06\/work-interactive-segmentation-presented-miccai-2016\/","title":{"rendered":"Work on Interactive Segmentation to be presented at MICCAI 2016"},"content":{"rendered":"

Recently we have a new paper accepted by MICCAI 2016: Dynamically Balanced Online Random Forests for Interactive Segmentation<\/a>. The work is part of the Gift-Surg project<\/a>.<\/p>\n

We proposed a new type of Random Forest aimed to deal with imbalanced training data with changing imbalance ratio, which occurs in the context of scribble-based interactive segmentation. The proposed method has a better performance in dealing with data imbalance problem in online learning than traditional Online Random Forests. We have applied it to placenta segmentation in this paper.<\/p>\n

We have made the code<\/a> available online.<\/p>\n

Authors: Guotai Wang<\/a>,\u00a0Maria A. Zuluaga,\u00a0Rosalind Pratt,\u00a0Michael Aertsen,\u00a0Anna L. David,\u00a0Jan Deprest,\u00a0Tom Vercauteren,\u00a0Sebastien Ourselin.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

Recently we have a new paper accepted by MICCAI 2016: Dynamically Balanced Online Random Forests for Interactive Segmentation. The work is part of the Gift-Surg project. We proposed a new type of Random Forest aimed to deal with imbalanced training<\/p>\n","protected":false},"author":25,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"footnotes":""},"categories":[3],"tags":[],"class_list":["post-1697","post","type-post","status-publish","format-standard","hentry","category-news"],"yoast_head":"\nWork on Interactive Segmentation to be presented at MICCAI 2016 - GIFT-Surg<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/wp1.cs.ucl.ac.uk\/gift-surg\/2016\/07\/06\/work-interactive-segmentation-presented-miccai-2016\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Work on Interactive Segmentation to be presented at MICCAI 2016 - GIFT-Surg\" \/>\n<meta property=\"og:description\" content=\"Recently we have a new paper accepted by MICCAI 2016: Dynamically Balanced Online Random Forests for Interactive Segmentation. 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We proposed a new type of Random Forest aimed to deal with imbalanced training\" \/>\n<meta property=\"og:url\" content=\"https:\/\/wp1.cs.ucl.ac.uk\/gift-surg\/2016\/07\/06\/work-interactive-segmentation-presented-miccai-2016\/\" \/>\n<meta property=\"og:site_name\" content=\"GIFT-Surg\" \/>\n<meta property=\"article:published_time\" content=\"2016-07-06T10:06:22+00:00\" \/>\n<meta name=\"author\" content=\"katiekonyn\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"katiekonyn\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/wp1.cs.ucl.ac.uk\\\/gift-surg\\\/2016\\\/07\\\/06\\\/work-interactive-segmentation-presented-miccai-2016\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/wp1.cs.ucl.ac.uk\\\/gift-surg\\\/2016\\\/07\\\/06\\\/work-interactive-segmentation-presented-miccai-2016\\\/\"},\"author\":{\"name\":\"katiekonyn\",\"@id\":\"https:\\\/\\\/wp1.cs.ucl.ac.uk\\\/gift-surg\\\/#\\\/schema\\\/person\\\/436252df9c9b9bad9e043752219a4ff8\"},\"headline\":\"Work on Interactive Segmentation to be presented at MICCAI 2016\",\"datePublished\":\"2016-07-06T10:06:22+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/wp1.cs.ucl.ac.uk\\\/gift-surg\\\/2016\\\/07\\\/06\\\/work-interactive-segmentation-presented-miccai-2016\\\/\"},\"wordCount\":119,\"publisher\":{\"@id\":\"https:\\\/\\\/wp1.cs.ucl.ac.uk\\\/gift-surg\\\/#organization\"},\"articleSection\":[\"News\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/wp1.cs.ucl.ac.uk\\\/gift-surg\\\/2016\\\/07\\\/06\\\/work-interactive-segmentation-presented-miccai-2016\\\/\",\"url\":\"https:\\\/\\\/wp1.cs.ucl.ac.uk\\\/gift-surg\\\/2016\\\/07\\\/06\\\/work-interactive-segmentation-presented-miccai-2016\\\/\",\"name\":\"Work on Interactive Segmentation to be presented at MICCAI 2016 - 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