{"id":1192,"date":"2018-09-20T09:15:50","date_gmt":"2018-09-20T13:15:50","guid":{"rendered":"http:\/\/josephpcohen.com\/w\/?p=1192"},"modified":"2021-07-26T16:12:17","modified_gmt":"2021-07-26T20:12:17","slug":"distribution-matching-losses-can-hallucinate","status":"publish","type":"post","link":"https:\/\/josephpcohen.com\/w\/distribution-matching-losses-can-hallucinate\/","title":{"rendered":"Distribution Matching Losses Can Hallucinate Features in Medical Image Translation"},"content":{"rendered":"<p><a href=\"http:\/\/josephpcohen.com\/w\/wp-content\/uploads\/MICCAI2018-Cohen.pdf\"> 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\/1fhve7G1vAhb40dppbgw7-mjP2J2Z9GFa73jV66F2GtI\/edit\">view it online <img decoding=\"async\" style=\"width: 50px;\" src=\"http:\/\/josephpcohen.com\/w\/wp-content\/uploads\/Slides-icon.png\" \/><\/a><\/p>\n<p><!--more--><\/p>\n<p>At MICCAI 2018 my presentation about why image translation (via distribution matching) should not be used for direct interpretation. ArXiv paper here: <a href=\"https:\/\/arxiv.org\/abs\/1805.08841\" target=\"_blank\" rel=\"noopener\">https:\/\/arxiv.org\/abs\/1805.08841<\/a><\/p>\n<p><a href=\"http:\/\/josephpcohen.com\/w\/wp-content\/uploads\/2018\/09\/may-project.png\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-large wp-image-1617\" src=\"http:\/\/josephpcohen.com\/w\/wp-content\/uploads\/2018\/09\/may-project-1024x563.png\" alt=\"\" width=\"1024\" height=\"563\" srcset=\"https:\/\/josephpcohen.com\/w\/wp-content\/uploads\/2018\/09\/may-project-1024x563.png 1024w, https:\/\/josephpcohen.com\/w\/wp-content\/uploads\/2018\/09\/may-project-300x165.png 300w, https:\/\/josephpcohen.com\/w\/wp-content\/uploads\/2018\/09\/may-project-768x422.png 768w, https:\/\/josephpcohen.com\/w\/wp-content\/uploads\/2018\/09\/may-project-1536x844.png 1536w, https:\/\/josephpcohen.com\/w\/wp-content\/uploads\/2018\/09\/may-project.png 1725w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p><iframe loading=\"lazy\" title=\"Medical Image Super-resolution\/Translation Warning!\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/xXXVw9mh4kc?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<div class=\"mh-excerpt\"><p>Download the lecture or view it online<\/p>\n<\/div>","protected":false},"author":1,"featured_media":1617,"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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