{"id":281,"date":"2018-04-04T19:13:05","date_gmt":"2018-04-04T16:13:05","guid":{"rendered":"http:\/\/blog.metu.edu.tr\/atemizel\/?p=281"},"modified":"2018-04-04T19:13:05","modified_gmt":"2018-04-04T16:13:05","slug":"deep-learning-in-computer-vision-13-april-2018","status":"publish","type":"post","link":"https:\/\/blog.metu.edu.tr\/atemizel\/2018\/04\/04\/deep-learning-in-computer-vision-13-april-2018\/","title":{"rendered":"Deep Learning in Computer Vision &#8211; 13 April 2018"},"content":{"rendered":"<p>I&#8217;ll be giving a talk titled \u201cDeep Learning in Computer Vision\u201d as part of the Informatics Institute monthly Friday Seminars series.<\/p>\n<p>Location: Conference Room (124), METU Informatics Institute<\/p>\n<p>Time: 13 April 2018, 15:30-16:30<\/p>\n<p>This seminar is open to public and those outside METU have to register from EventBrite page of the event: <a href=\"https:\/\/www.eventbrite.com\/e\/metu-informatics-institute-friday-seminars-deep-learning-in-computer-vision-tickets-44790433392\">https:\/\/www.eventbrite.com\/e\/metu-informatics-institute-friday-seminars-deep-learning-in-computer-vision-tickets-44790433392<\/a> (Free Registration)<\/p>\n<p>Deep Learning in Computer Vision<\/p>\n<p>Deep Neural Networks (DNNs) have been shown to achieve human-level accuracy for many vision tasks. On the other hand, they require considerable amounts of computational power and data to train. In this talk, I will first talk about the deep learning based approaches and their differences to traditional approaches. I will then give an overview of the deep learning ecosystem (tools and systems) for training and inference. Then I will be focusing on their application to the computer vision problems with a number of examples including image classification, object detection, image segmentation as well as generative models. I will then conclude by discussing the challenges and problems in current deep learning based approaches.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I&#8217;ll be giving a talk titled \u201cDeep Learning in Computer Vision\u201d as part of the Informatics Institute monthly Friday Seminars series. Location: Conference Room (124), METU Informatics Institute Time: 13 April 2018, 15:30-16:30 This seminar is open to public and those outside METU have to register from EventBrite page of the event: https:\/\/www.eventbrite.com\/e\/metu-informatics-institute-friday-seminars-deep-learning-in-computer-vision-tickets-44790433392 (Free Registration) [&hellip;]<\/p>\n","protected":false},"author":2096,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[1],"tags":[],"class_list":["post-281","post","type-post","status-publish","format-standard","hentry","category-general"],"_links":{"self":[{"href":"https:\/\/blog.metu.edu.tr\/atemizel\/wp-json\/wp\/v2\/posts\/281","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.metu.edu.tr\/atemizel\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.metu.edu.tr\/atemizel\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.metu.edu.tr\/atemizel\/wp-json\/wp\/v2\/users\/2096"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.metu.edu.tr\/atemizel\/wp-json\/wp\/v2\/comments?post=281"}],"version-history":[{"count":0,"href":"https:\/\/blog.metu.edu.tr\/atemizel\/wp-json\/wp\/v2\/posts\/281\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.metu.edu.tr\/atemizel\/wp-json\/wp\/v2\/media?parent=281"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.metu.edu.tr\/atemizel\/wp-json\/wp\/v2\/categories?post=281"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.metu.edu.tr\/atemizel\/wp-json\/wp\/v2\/tags?post=281"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}