{"id":2644,"date":"2020-05-01T09:09:34","date_gmt":"2020-05-01T09:09:34","guid":{"rendered":"https:\/\/www.danielparente.net\/en\/?p=2644"},"modified":"2020-05-01T12:05:25","modified_gmt":"2020-05-01T12:05:25","slug":"prototype-based-open-deep-network-for-open-set-recognition","status":"publish","type":"post","link":"https:\/\/www.danielparente.net\/en\/2020\/05\/01\/prototype-based-open-deep-network-for-open-set-recognition\/","title":{"rendered":"Prototype-based Open Deep Network for Open Set Recognition"},"content":{"rendered":"<p> [ad_1]<br \/>\nThis is an excerpt of the article that was recollected from flipboard, as to generate a clip of interesting news from the topics that i think are important and I want to save for further references and share with my readers.<\/p>\n<p><\/p>\n<div>\n<div class=\"post post--card post--article-view\"><a class=\"post__media post__media--image media-link outbound-link\" href=\"http:\/\/from.flipboard.com\/topic\/deeplearning?url=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41598-020-63649-6&amp;v=A7uM9HDRz3AJmohKTAjvondMJjhZKUzYiPTSJcFteXkAAAFxxsladg\" data-vars-anchor-link=\"http:\/\/from.flipboard.com\/topic\/deeplearning?url=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41598-020-63649-6&amp;v=A7uM9HDRz3AJmohKTAjvondMJjhZKUzYiPTSJcFteXkAAAFxxsladg\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" role=\"link\"><img fetchpriority=\"high\" decoding=\"async\" class=\"image image--loaded\" src=\"https:\/\/media.springernature.com\/m685\/springer-static\/image\/art%3A10.1038%2Fs41598-020-63649-6\/MediaObjects\/41598_2020_63649_Fig1_HTML.png\" alt=\"P-ODN: Prototype-based Open Deep Network for Open Set Recognition\" width=\"685\" height=\"153\"\/><\/a><\/p>\n<p><a class=\"topic-tag topic-tag--text internal-link\" data-test-id=\"topic-tag\" data-vars-anchor-link=\"https:\/\/flipboard.com\/topic\/deeplearning\" role=\"link\" href=\"https:\/\/flipboard.com\/topic\/deeplearning\" target=\"_blank\" rel=\"noopener\">Deep Learning<\/a><\/p>\n<address class=\"post-attribution__source ui-text--supporting\"><a class=\"outbound-link\" href=\"https:\/\/www.nature.com\/articles\/s41598-020-63649-6\" data-vars-anchor-link=\"https:\/\/www.nature.com\/articles\/s41598-020-63649-6\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" role=\"link\"> <!-- -->nature.com &#8211; Yu Shu, Yemin Shi, Yaowei Wang, Tiejun Huang, Yonghong Tian<\/a><\/address>\n<p class=\"post__excerpt\" data-test-id=\"excerpt-text\"><a class=\"article-text--body outbound-link\" href=\"http:\/\/from.flipboard.com\/topic\/deeplearning?url=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41598-020-63649-6&amp;v=A7uM9HDRz3AJmohKTAjvondMJjhZKUzYiPTSJcFteXkAAAFxxsladg\" data-vars-anchor-link=\"http:\/\/from.flipboard.com\/topic\/deeplearning?url=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41598-020-63649-6&amp;v=A7uM9HDRz3AJmohKTAjvondMJjhZKUzYiPTSJcFteXkAAAFxxsladg\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" role=\"link\"> Most of the existing recognition algorithms are proposed for closed set scenarios, where all categories are known beforehand. However, in practice, \u2026<\/a><\/p>\n<div class=\"post__read-more\"><a class=\"button--base button--secondary outbound-link\" href=\"http:\/\/from.flipboard.com\/topic\/deeplearning?url=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41598-020-63649-6&amp;v=A7uM9HDRz3AJmohKTAjvondMJjhZKUzYiPTSJcFteXkAAAFxxsladg\" data-vars-anchor-link=\"http:\/\/from.flipboard.com\/topic\/deeplearning?url=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41598-020-63649-6&amp;v=A7uM9HDRz3AJmohKTAjvondMJjhZKUzYiPTSJcFteXkAAAFxxsladg\" data-vars-button-name=\"item-view-on-publisher-site\" data-ga-target=\"button\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" role=\"link\">View on nature.com<\/a><\/div>\n<div class=\"social-actions\">\n<p><time class=\"post-attribution__time\">1 day ago<\/time><\/p>\n<div class=\"social-actions__content social-actions__content-right\"><button class=\"social-actions__button button--base\" type=\"button\" data-vars-button-name=\"social-action-share\" data-ga-target=\"button\"><svg role=\"img\" aria-labelledby=\"share-icon-title\" class=\"share-icon\" width=\"18\" height=\"18\" viewbox=\"0 0 14 18\"><title id=\"share-icon-title\">Share<\/title><g stroke=\"none\" fill=\"none\" transform=\"translate(-2.000000, 0)\"><g transform=\"translate(2.000000, 7.000000)\" fill=\"#999\"><rect x=\"0\" y=\"0\" width=\"1\" height=\"11\"\/><rect x=\"13\" y=\"0\" width=\"1\" height=\"11\"\/><rect x=\"0\" y=\"10\" width=\"14\" height=\"1\"\/><\/g><g transform=\"translate(5.500000, 0.000000)\"><rect fill=\"#999\" x=\"3\" y=\"1\" width=\"1\" height=\"11\"\/><path d=\"M3.5,0.5 L6.5,3.5\" stroke=\"#999\" stroke-linecap=\"square\"\/><path d=\"M3.5,0.5 L0.5,3.5\" stroke=\"#999\" stroke-linecap=\"square\"\/><\/g><\/g><\/svg><\/button><button class=\"social-actions__button button--base\" type=\"button\" data-vars-button-name=\"social-action-like\" data-ga-target=\"button\"><svg role=\"img\" aria-labelledby=\"like-icon-title\" class=\"like-icon \" width=\"18\" height=\"16\" viewbox=\"0 0 18 16\"><title id=\"like-icon-title\"\/><g id=\"iPhone-8-Copy-70\" transform=\"translate(-290.000000, -601.000000)\" stroke=\"#999\" fill=\"none\"><path d=\"M302.614426,602 C301.093115,602 299.764153,602.849719 299.001749,604.082163 C298.235847,602.849719 296.882404,602 295.36459,602 C292.989945,602 291,604.001404 291,606.448736 C291,607.54073 291.465137,608.608146 292.185574,609.429775 L298.994754,617 L305.817923,609.429775 C306.534863,608.608146 307,607.56882 307,606.476826 C307,604.033006 304.985574,602 302.614426,602 Z\" id=\"Heart\"\/><\/g><\/svg><\/button><button class=\"social-actions__button button--base\" type=\"button\" data-vars-button-name=\"social-action-flip\" data-ga-target=\"button\"><svg role=\"img\" aria-labelledby=\"flip-icon-title\" class=\"flip-icon\" width=\"18\" height=\"18\" viewbox=\"0 0 18 18\"><title id=\"flip-icon-title\">Flip<\/title><g id=\"logged-out\" stroke=\"none\" stroke-width=\"1\" fill=\"none\" fill-rule=\"evenodd\"><g id=\"iPhone-8-Copy-70\" transform=\"translate(-338.000000, -600.000000)\" fill=\"#999\"><path d=\"M347.5,608.5 L356,608.5 L356,609.5 L347.5,609.5 L347.5,618 L346.5,618 L346.5,609.5 L338,609.5 L338,608.5 L346.5,608.5 L346.5,600 L347.5,600 L347.5,608.5 Z\" id=\"Plus\"\/><\/g><\/g><\/svg><\/button><\/div>\n<\/div>\n<p><span\/><\/div>\n<aside>\n<div class=\"see-more--related see-more\">\n<ul class=\"see-more__list\">\n<li>\n<article class=\"post post--condensed\"><a class=\"post__media post__media--image media-link internal-link\" data-vars-anchor-link=\"https:\/\/flipboard.com\/article\/top-machine-learning-books-made-free-due-to-covid-19\/a-C47HmR5CRK6ZfV41pqhvLA%3Aa%3A5187161-b251d1f770%2Fanalyticsindiamag.com\" role=\"link\" href=\"https:\/\/flipboard.com\/article\/top-machine-learning-books-made-free-due-to-covid-19\/a-C47HmR5CRK6ZfV41pqhvLA%3Aa%3A5187161-b251d1f770%2Fanalyticsindiamag.com\" target=\"_blank\" rel=\"noopener\"><\/p>\n<div class=\"cropped-image media-container\"><img decoding=\"async\" class=\"image image--loaded\" src=\"https:\/\/lh6.googleusercontent.com\/dMpim78DfswPpiPzOAIPTgpQOEH82s0-wTBGIHbDtY5emt1o8Uw673TMKFgWUPLt14kUZbcAnKlswi-pLIIyEwGczqO-ILnO0d5deQ0vltMv1X2GJ__OEXfniKZWnmN_HFrcB76x\" alt=\"Top Machine Learning Books Made Free Due To COVID-19\" width=\"306\" height=\"460\"\/><\/div>\n<p><\/a><\/p>\n<div class=\"post__body\">\n<address class=\"post-attribution__source ui-text--supporting\"><a class=\"internal-link\" data-vars-anchor-link=\"https:\/\/flipboard.com\/article\/top-machine-learning-books-made-free-due-to-covid-19\/a-C47HmR5CRK6ZfV41pqhvLA%3Aa%3A5187161-b251d1f770%2Fanalyticsindiamag.com\" role=\"link\" href=\"https:\/\/flipboard.com\/article\/top-machine-learning-books-made-free-due-to-covid-19\/a-C47HmR5CRK6ZfV41pqhvLA%3Aa%3A5187161-b251d1f770%2Fanalyticsindiamag.com\" target=\"_blank\" rel=\"noopener\"> <!-- -->analyticsindiamag.com &#8211; Rohit Yadav<\/a><\/address>\n<\/div>\n<\/article>\n<\/li>\n<li>\n<article class=\"post post--condensed\"><a class=\"post__media post__media--image media-link internal-link\" data-vars-anchor-link=\"https:\/\/flipboard.com\/article\/data-science-from-scratch\/a-2HFmFpRsQAyKgFM4pXJ1iw%3Aa%3A2892075988-e23417d2fa%2Ftowardsdatascience.com\" role=\"link\" href=\"https:\/\/flipboard.com\/article\/data-science-from-scratch\/a-2HFmFpRsQAyKgFM4pXJ1iw%3Aa%3A2892075988-e23417d2fa%2Ftowardsdatascience.com\" target=\"_blank\" rel=\"noopener\"><\/p>\n<div class=\"cropped-image media-container\"><img decoding=\"async\" class=\"image image--loaded\" src=\"https:\/\/cdn-images-1.medium.com\/max\/1024\/1*QGQppa78DhGLgQxozSMXYA.jpeg\" alt=\"Data science from scratch\" width=\"1024\" height=\"682\"\/><\/div>\n<p><\/a><\/p>\n<div class=\"post__body\">\n<address class=\"post-attribution__source ui-text--supporting\"><a class=\"internal-link\" data-vars-anchor-link=\"https:\/\/flipboard.com\/article\/data-science-from-scratch\/a-2HFmFpRsQAyKgFM4pXJ1iw%3Aa%3A2892075988-e23417d2fa%2Ftowardsdatascience.com\" role=\"link\" href=\"https:\/\/flipboard.com\/article\/data-science-from-scratch\/a-2HFmFpRsQAyKgFM4pXJ1iw%3Aa%3A2892075988-e23417d2fa%2Ftowardsdatascience.com\" target=\"_blank\" rel=\"noopener\"> <!-- -->towardsdatascience.com &#8211; Sangeet Aggarwal<\/a><\/address>\n<\/div>\n<\/article>\n<\/li>\n<li>\n<article class=\"post post--condensed\"><a class=\"post__media post__media--image media-link internal-link\" data-vars-anchor-link=\"https:\/\/flipboard.com\/article\/better-than-redux\/a-Rcl-nqwfQJCq3aR61DpmFw%3Aa%3A194674213-6d9aabb9b4%2Fmedium.com\" role=\"link\" href=\"https:\/\/flipboard.com\/article\/better-than-redux\/a-Rcl-nqwfQJCq3aR61DpmFw%3Aa%3A194674213-6d9aabb9b4%2Fmedium.com\" target=\"_blank\" rel=\"noopener\"><\/p>\n<div class=\"cropped-image media-container\"><img loading=\"lazy\" decoding=\"async\" class=\"image image--loaded\" src=\"https:\/\/miro.medium.com\/max\/1200\/1*qtr2tMst2DQgQox9pgu4lQ.jpeg\" alt=\"Better than Redux\" width=\"1200\" height=\"798\"\/><\/div>\n<p><\/a><\/p>\n<div class=\"post__body\">\n<address class=\"post-attribution__source ui-text--supporting\"><a class=\"post-attribution__link internal-link\" data-vars-anchor-link=\"https:\/\/flipboard.com\/@Medium\" role=\"link\" href=\"https:\/\/flipboard.com\/@Medium\" target=\"_blank\" rel=\"noopener\"> <!-- -->Medium &#8211; Asaf Regev<\/a><\/address>\n<\/div>\n<\/article>\n<\/li>\n<li>\n<article class=\"post post--condensed\"><a class=\"post__media post__media--image media-link internal-link\" data-vars-anchor-link=\"https:\/\/flipboard.com\/article\/don-t-use-lambda-to-move-data-api-gateway-can-help\/a-qaA4HGaNQC2eOMjx8Ysqfw%3Aa%3A9387875-2e4c79bc0f%2Fmedium.com\" role=\"link\" href=\"https:\/\/flipboard.com\/article\/don-t-use-lambda-to-move-data-api-gateway-can-help\/a-qaA4HGaNQC2eOMjx8Ysqfw%3Aa%3A9387875-2e4c79bc0f%2Fmedium.com\" target=\"_blank\" rel=\"noopener\"><\/p>\n<div class=\"cropped-image media-container\"><img loading=\"lazy\" decoding=\"async\" class=\"image image--loaded\" src=\"https:\/\/miro.medium.com\/max\/880\/1*zGzKAIN11oXzVFsZLSRe6A.png\" alt=\"Don\u2019t use Lambda to move data! API Gateway can help\" width=\"880\" height=\"777\"\/><\/div>\n<p><\/a><\/p>\n<div class=\"post__body\">\n<address class=\"post-attribution__source ui-text--supporting\"><a class=\"post-attribution__link internal-link\" data-vars-anchor-link=\"https:\/\/flipboard.com\/@Medium\" role=\"link\" href=\"https:\/\/flipboard.com\/@Medium\" target=\"_blank\" rel=\"noopener\"> <!-- -->Medium &#8211; Richard Fan<\/a><\/address>\n<\/div>\n<\/article>\n<\/li>\n<li>\n<article class=\"post post--condensed\"><a class=\"post__media post__media--image media-link internal-link\" data-vars-anchor-link=\"https:\/\/flipboard.com\/article\/tragic-magic-how-magic-leap-is-repeating-general-magic-s-act-zdnet\/a-26z4WTPqQbe2ItLM4Dx56w%3Aa%3A1722492089-0c3dbd2a80%2Fzdnet.com\" role=\"link\" href=\"https:\/\/flipboard.com\/article\/tragic-magic-how-magic-leap-is-repeating-general-magic-s-act-zdnet\/a-26z4WTPqQbe2ItLM4Dx56w%3Aa%3A1722492089-0c3dbd2a80%2Fzdnet.com\" target=\"_blank\" rel=\"noopener\"><\/p>\n<div class=\"cropped-image media-container\"><img loading=\"lazy\" decoding=\"async\" class=\"image image--loaded\" src=\"https:\/\/zdnet3.cbsistatic.com\/hub\/i\/r\/2014\/10\/27\/b50990e2-5db8-11e4-b6a0-d4ae52e95e57\/thumbnail\/770x578\/b6f011a2343750fe0a87b03f6ffd5aff\/google-and-qualcomm-pitch-in-on-542m-magic-leap-funding.jpg\" alt=\"Tragic Magic: How Magic Leap is repeating General Magic's act | ZDNet\" width=\"770\" height=\"578\"\/><\/div>\n<p><\/a><\/p>\n<div class=\"post__body\">\n<address class=\"post-attribution__source ui-text--supporting\"><a class=\"post-attribution__link internal-link\" data-vars-anchor-link=\"https:\/\/flipboard.com\/@ZDNet\" role=\"link\" href=\"https:\/\/flipboard.com\/@ZDNet\" target=\"_blank\" rel=\"noopener\"> <svg class=\"red-bolt post-attribution__icon\" width=\"9\" height=\"14\" viewbox=\"0 0 9 14\"><title id=\"red-bolt-icon-title\"\/><g fill=\"#F52828\" fill-rule=\"evenodd\"><polygon points=\"3.78947368 6 9 6 3 14\"\/><polygon points=\"5.21052632 8 0 8 6 0\"\/><\/g><\/svg>ZDNet &#8211; Ross Rubin<\/a><\/address>\n<\/div>\n<\/article>\n<\/li>\n<\/ul>\n<\/div>\n<\/aside>\n<\/div>\n<p>&#8230;<\/p>\n<p><a href=\"https:\/\/flipboard.com\/@dparente\/ai-cloud-bigdata-and-ubiquity-pkcqp267z\/p-odn-prototype-based-open-deep-network-for-open-set-recognition\/a-L-Ats5quTYqK0FOhYDqW9A%3Aa%3A10360907-a4cd3b9263%2Fnature.com\" target=\"_blank\" rel=\"noopener\">Read the full  article by    <\/a><\/p>\n<p>[ad_2]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[ad_1] This is an excerpt of the article that was recollected from flipboard, as to generate a clip of interesting news from the topics that i think are important and I want to save for further references and share with my readers. Deep Learning nature.com &#8211; Yu Shu, Yemin Shi, Yaowei Wang, Tiejun Huang, Yonghong [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2645,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","jetpack_post_was_ever_published":false},"categories":[94,92,98],"tags":[],"class_list":["post-2644","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-data-science","category-machine-learning"],"blocksy_meta":[],"jetpack_featured_media_url":"https:\/\/e928cfdc7rs.exactdn.com\/info\/uploads\/sites\/3\/2020\/04\/Prototype-based-Open-Deep-Network-for-Open-Set-Recognition.png?strip=all","jetpack_shortlink":"https:\/\/wp.me\/p2TFCd-GE","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/www.danielparente.net\/en\/wp-json\/wp\/v2\/posts\/2644","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.danielparente.net\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.danielparente.net\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.danielparente.net\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.danielparente.net\/en\/wp-json\/wp\/v2\/comments?post=2644"}],"version-history":[{"count":1,"href":"https:\/\/www.danielparente.net\/en\/wp-json\/wp\/v2\/posts\/2644\/revisions"}],"predecessor-version":[{"id":2677,"href":"https:\/\/www.danielparente.net\/en\/wp-json\/wp\/v2\/posts\/2644\/revisions\/2677"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.danielparente.net\/en\/wp-json\/wp\/v2\/media\/2645"}],"wp:attachment":[{"href":"https:\/\/www.danielparente.net\/en\/wp-json\/wp\/v2\/media?parent=2644"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.danielparente.net\/en\/wp-json\/wp\/v2\/categories?post=2644"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.danielparente.net\/en\/wp-json\/wp\/v2\/tags?post=2644"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}