{"id":1431,"date":"2020-07-13T18:13:14","date_gmt":"2020-07-13T22:13:14","guid":{"rendered":"http:\/\/josephpcohen.com\/w\/?p=1431"},"modified":"2020-08-27T12:08:29","modified_gmt":"2020-08-27T16:08:29","slug":"medical-imaging-with-deep-learning-tutorial","status":"publish","type":"post","link":"https:\/\/josephpcohen.com\/w\/medical-imaging-with-deep-learning-tutorial\/","title":{"rendered":"Medical Imaging with Deep Learning Tutorial"},"content":{"rendered":"<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-medium wp-image-1435\" src=\"http:\/\/josephpcohen.com\/w\/wp-content\/uploads\/Screen-Shot-2020-02-13-at-6.34.41-PM-300x215.png\" alt=\"\" width=\"300\" height=\"215\" srcset=\"https:\/\/josephpcohen.com\/w\/wp-content\/uploads\/Screen-Shot-2020-02-13-at-6.34.41-PM-300x215.png 300w, https:\/\/josephpcohen.com\/w\/wp-content\/uploads\/Screen-Shot-2020-02-13-at-6.34.41-PM.png 400w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p><a href=\"http:\/\/josephpcohen.com\/w\/wp-content\/uploads\/2020-07-Medical-Imaging-with-Deep-Learning-Tutorial.pdf\" target=\"_blank\" rel=\"noopener noreferrer\"> Download the lecture <img decoding=\"async\" loading=\"lazy\" width=\"40\" height=\"40\" class=\"size-full wp-image-77\" src=\"http:\/\/josephpcohen.com\/w\/wp-content\/uploads\/2013\/11\/pdf.png\" alt=\"pdf\" \/><\/a> or <a href=\"https:\/\/docs.google.com\/presentation\/d\/1mzjSjubMf15BSLLY7fDfE3gerP-C3hlgzZMPyCl2hpc\/edit\" target=\"_blank\" rel=\"noopener noreferrer\">view it online <img decoding=\"async\" style=\"width: 50px;\" src=\"http:\/\/josephpcohen.com\/w\/wp-content\/uploads\/Slides-icon.png\" \/><\/a><\/p>\n<p>View videos on <a href=\"https:\/\/www.youtube.com\/playlist?list=PLheiZMDg_8ufxEx9cNVcOYXsT3BppJP4b\" target=\"_blank\" rel=\"noopener noreferrer\">YouTube<img decoding=\"async\" loading=\"lazy\" class=\"wp-image-256\" src=\"http:\/\/josephpcohen.com\/w\/wp-content\/uploads\/2014\/04\/video.png\" alt=\"\" width=\"43\" height=\"30\" \/><\/a> or <a href=\"https:\/\/academictorrents.com\/details\/e0974c84449826e34d8cc96c943cba2af18ab514\" target=\"_blank\" rel=\"noopener noreferrer\">BitTorrent <img decoding=\"async\" loading=\"lazy\" class=\"wp-image-1505\" src=\"http:\/\/josephpcohen.com\/w\/wp-content\/uploads\/bittorrent-icon-14-150x150.png\" alt=\"\" width=\"40\" height=\"40\" srcset=\"https:\/\/josephpcohen.com\/w\/wp-content\/uploads\/bittorrent-icon-14-150x150.png 150w, https:\/\/josephpcohen.com\/w\/wp-content\/uploads\/bittorrent-icon-14.png 256w\" sizes=\"(max-width: 40px) 100vw, 40px\" \/><\/a><\/p>\n<p><!--more--><\/p>\n<p>Description: This lecture will be styled as a graduate lecture about medical imaging with deep learning. This will cover the background of popular medical image domains (chest X-ray and histology) as well as methods to tackle multi-modality\/view, segmentation, and counting tasks. These methods will be covered in terms of architecture and objective function design. Also, a discussion about incorrect feature attribution and approaches to mitigate the issue. Prerequisites: basic knowledge of computer vision (CNNs) and machine learning (regression, gradient descent).<\/p>\n<p>Topics:<\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Chapter 1 &#8211; Radiology and Multi-View<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Chapter 2 &#8211; Histology and Segmentation<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Chapter 3 &#8211; Cell Counting<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Chapter 4 &#8211; Incorrect Feature Attribution<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Chapter 5 &#8211; GANs in Medical Imaging<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>Presentation given:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.chilconference.org\/tutorial_e.html\">CHIL Conference Tutorial on Medical Imaging with Deep Learning (July 2020)<\/a><\/li>\n<li><a href=\"https:\/\/cs2541-ml4h2020.github.io\/\" target=\"_blank\" rel=\"noopener noreferrer\">cs2541 ML4Healthcare at UToronto\/Vector institute (Feb 2020)<\/a><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<div class=\"mh-excerpt\"><p>Download the lecture or view it online View videos on YouTube or BitTorrent<\/p>\n<\/div>","protected":false},"author":1,"featured_media":1435,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[7],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.1 - 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