{"id":2253,"date":"2021-04-07T12:43:16","date_gmt":"2021-04-07T12:43:16","guid":{"rendered":"http:\/\/medgift.hevs.ch\/wordpress\/?p=2253"},"modified":"2021-04-07T12:43:19","modified_gmt":"2021-04-07T12:43:19","slug":"paper-on-scale-invariance-in-deep-learning-accepted-in-make-journal","status":"publish","type":"post","link":"https:\/\/medgift.hevs.ch\/wordpress\/paper-on-scale-invariance-in-deep-learning-accepted-in-make-journal\/","title":{"rendered":"Paper on scale invariance in deep learning accepted in MAKE journal"},"content":{"rendered":"\n<p>Our work &#8220;On the Scale Invariance in State of the Art CNNs Trained on ImageNet&#8221;, by Mara Graziani, Thomas Lompech, Henning M\u00fcller, Adrien Depeursinge and Vincent Andrearczyk. was published with open access rights in a special issue of the Machine Learning and Knowledge Extraction (MAKE) journal:\u00a0<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/www.google.com\/url?q=https:\/\/www.mdpi.com\/2504-4990\/3\/2\/19%23abstractc&amp;sa=D&amp;source=hangouts&amp;ust=1617885323288000&amp;usg=AFQjCNHkgrOTEB7OINoFqMZOvyVCfAGZrw\">https:\/\/www.mdpi.com\/2504-4990\/3\/2\/19#abstractc<\/a><\/p>\n\n\n\n<p><br>By using our tool Regression Concept Vectors (<a href=\"https:\/\/pypi.org\/project\/rcvtool\/\">pip install rcvtool<\/a>), we modeled information about scale within intermediate CNN layers. Scale covariance peaks at deep layers and invariance is learned only in the final layers.<br>Based on this, we designed a pruning strategy that preserves scale-covariant features. This gives better transfer learning results for medical tasks where scale is discriminative, for example, to distinguish the magnification level of microscope images of tissue biopses.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Our work &#8220;On the Scale Invariance in State of the Art CNNs Trained on ImageNet&#8221;, by Mara Graziani, Thomas Lompech, Henning M\u00fcller, Adrien Depeursinge and Vincent Andrearczyk. was published with open access rights in a special issue of the Machine Learning and Knowledge Extraction (MAKE) journal:\u00a0https:\/\/www.mdpi.com\/2504-4990\/3\/2\/19#abstractc By using our tool Regression Concept Vectors (pip install &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/medgift.hevs.ch\/wordpress\/paper-on-scale-invariance-in-deep-learning-accepted-in-make-journal\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Paper on scale invariance in deep learning accepted in MAKE journal&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2253","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p8AP2d-Al","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/posts\/2253","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/comments?post=2253"}],"version-history":[{"count":1,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/posts\/2253\/revisions"}],"predecessor-version":[{"id":2254,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/posts\/2253\/revisions\/2254"}],"wp:attachment":[{"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/media?parent=2253"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/categories?post=2253"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/tags?post=2253"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}