{"id":11780,"date":"2024-02-19T06:55:47","date_gmt":"2024-02-19T06:55:47","guid":{"rendered":"https:\/\/whiteriversmediasolutions.com\/Sony\/a-visit-to-the-hub-of-innovation-sonys-headquarters-in-tokyo-and-the-vibrant-city-beyond-copy\/"},"modified":"2024-02-19T09:15:05","modified_gmt":"2024-02-19T09:15:05","slug":"summarising-open-set-object-detection-by-aligning-known-class-representations","status":"publish","type":"post","link":"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/","title":{"rendered":"Summarising: \u2018Open-set Object Detection by Aligning Known Class Representations\u2019"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"11780\" class=\"elementor elementor-11780\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cd44eb5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cd44eb5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9f11b70\" data-id=\"9f11b70\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-215a70e elementor-widget elementor-widget-heading\" data-id=\"215a70e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">BLOGS<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-28dc161 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"28dc161\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-63cf269\" data-id=\"63cf269\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6837436 elementor-widget elementor-widget-heading\" data-id=\"6837436\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Summarising: \u2018Open-set Object Detection by Aligning Known Class Representations\u2019<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9bd1630 elementor-widget elementor-widget-text-editor\" data-id=\"9bd1630\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tBy Vishal Chudasama, Senior Engineer at Sony Research India\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a034cb elementor-widget elementor-widget-text-editor\" data-id=\"7a034cb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t19<sup>th<\/sup> February 2024\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a7d1e72 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"a7d1e72\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" data-src=\"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/elementor\/thumbs\/Revised-Cover-image-qij8wc10zacb2wtt2w8ju3poxi25wns3525at0tgw4.png\" title=\"Revised Cover image\" alt=\"Revised Cover image\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" class=\"lazyload\" style=\"--smush-placeholder-width: 500px; --smush-placeholder-aspect-ratio: 500\/250;\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-acbeaeb elementor-widget elementor-widget-text-editor\" data-id=\"acbeaeb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tIn this blog, Vishal Chudasama, Senior Engineer at Sony Research India summarises the\npaper titled <a href=\"https:\/\/openaccess.thecvf.com\/content\/WACV2024\/papers\/Sarkar_Open-Set_Object_Detection_by_Aligning_Known_Class_Representations_WACV_2024_paper.pdf\" target=\"_blank\" rel=\"noopener\">\u2018Open-set Object Detection By Aligning Known Class Representations\u2019<\/a> that was\nco-authored by Hiran Sarkar, Vishal Chudasama, Naoyuki Onoe, Pankaj Wasnik and\nProfessor Vineeth Balasubramanian (IIT Hyderabad) and accepted as an oral presentation at\nthe prestigious <a href=\"https:\/\/wacv2024.thecvf.com\/\" target=\"_blank\" rel=\"noopener\">IEEE\/CVF Winter Conference on Applications of Computer Vision (WACV)\n2024<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d95d9a3 elementor-widget elementor-widget-text-editor\" data-id=\"d95d9a3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tOpen-Set Object Detection (OSOD) has emerged as a contemporary research direction to\naddress the detection of unknown objects. Recently, few works have achieved remarkable\nperformance in the OSOD task by employing contrastive clustering to separate unknown\nclasses.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a51851b elementor-widget elementor-widget-text-editor\" data-id=\"a51851b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tIn contrast, this work introduces-\n<ul>\n \t<li>A novel semantic clustering module to group the features in the semantic space that\nfacilitates improved cluster boundary separation, especially between semantically\nsimilar objects.<\/li>\n \t<li>A class decorrelation module to further encourage separation of the formed clusters.<\/li>\n \t<li>a new loss known as object focus loss to enable a more resilient learning process of\nRegion Proposal Network that facilitates the unconstrained detection of unknown\nobjects.<\/li>\n \t<li>An evaluation technique that penalizes low-confidence outputs to mitigate the risk of\nmisclassification of the unknown objects.<\/li>\n \t<li style=\"margin-top: 10px;\">A new metric called HMP that combines known and unknown precision using\nharmonic mean.<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c0518a1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c0518a1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-b15be70\" data-id=\"b15be70\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-55dd72b\" data-id=\"55dd72b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e06d72d elementor-widget elementor-widget-image\" data-id=\"e06d72d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"512\" height=\"322\" src=\"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2024\/02\/19th-Cover-Image-2.png\" class=\"attachment-full size-full wp-image-11786\" alt=\"\" srcset=\"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2024\/02\/19th-Cover-Image-2.png 512w, https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2024\/02\/19th-Cover-Image-2-300x189.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" style=\"width:100%;height:62.89%;max-width:512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-fd52b32\" data-id=\"fd52b32\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9b69060 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9b69060\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cfbe302\" data-id=\"cfbe302\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6d045fb elementor-widget elementor-widget-text-editor\" data-id=\"6d045fb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThe introduced modules and techniques help the proposed method to align known class\nrepresentations effectively so that it can detect the unknown objects accurately. To validate\nthis, we carried out extensive experiments &#038; ablation studies and found that the proposed\nmethod outperforms existing SOTA methods with significant improvement on the MS-COCO\n&#038; PASCAL VOC dataset for the OSOD task.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f97c4c4 elementor-widget elementor-widget-text-editor\" data-id=\"f97c4c4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tTo know more about the paper, visit: <a href=\"https:\/\/openaccess.thecvf.com\/content\/WACV2024\/papers\/Sarkar_Open-Set_Object_Detection_by_Aligning_Known_Class_Representations_WACV_2024_paper.pdf\" target=\"_blank\" rel=\"noopener\">Open-Set Object Detection by Aligning Known Class\nRepresentations (thecvf.com)<\/a>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9e2f9cc elementor-widget elementor-widget-text-editor\" data-id=\"9e2f9cc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tTo know more about Sony Research India\u2019s Research Publications, visit the \u2018Publications\u2019\nsection on our \u2018Open Innovation\u2019s page: <a href=\"https:\/\/www.sonyresearchindia.com\/open-innovation\/\" target=\"_blank\" rel=\"noopener\">Open Innovation with Sony R&amp;D \u2013 Sony Research\nIndia<\/a>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>In this blog, Vishal Chudasama, Senior Engineer at Sony Research India&#8230; <\/p>\n","protected":false},"author":1,"featured_media":11809,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[21,22],"tags":[],"class_list":["post-11780","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-experiencesony","category-all-blogs","entry"],"yoast_head":"\n<title>Summarising: \u2018Open-set Object Detection by Aligning Known Class Representations\u2019 - Sony Research India<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Summarising: \u2018Open-set Object Detection by Aligning Known Class Representations\u2019 - Sony Research India\" \/>\n<meta property=\"og:description\" content=\"In this blog, Vishal Chudasama, Senior Engineer at Sony Research India...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/\" \/>\n<meta property=\"og:site_name\" content=\"Sony Research India\" \/>\n<meta property=\"article:published_time\" content=\"2024-02-19T06:55:47+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-02-19T09:15:05+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2024\/02\/BlogImage_380x190.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"380\" \/>\n\t<meta property=\"og:image:height\" content=\"190\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"sri_user@2021\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"sri_user@2021\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/\"},\"author\":{\"name\":\"sri_user@2021\",\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/#\/schema\/person\/589cf1e285a7c37cf0cb9feba7ae4338\"},\"headline\":\"Summarising: \u2018Open-set Object Detection by Aligning Known Class Representations\u2019\",\"datePublished\":\"2024-02-19T06:55:47+00:00\",\"dateModified\":\"2024-02-19T09:15:05+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/\"},\"wordCount\":330,\"publisher\":{\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/#organization\"},\"image\":{\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2024\/02\/BlogImage_380x190.jpg\",\"articleSection\":[\"#ExperienceSony\",\"All Blogs\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/\",\"url\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/\",\"name\":\"Summarising: \u2018Open-set Object Detection by Aligning Known Class Representations\u2019 - Sony Research India\",\"isPartOf\":{\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2024\/02\/BlogImage_380x190.jpg\",\"datePublished\":\"2024-02-19T06:55:47+00:00\",\"dateModified\":\"2024-02-19T09:15:05+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/#primaryimage\",\"url\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2024\/02\/BlogImage_380x190.jpg\",\"contentUrl\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2024\/02\/BlogImage_380x190.jpg\",\"width\":380,\"height\":190},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Summarising: \u2018Open-set Object Detection by Aligning Known Class Representations\u2019\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/#website\",\"url\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/\",\"name\":\"Sony Research India\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/#organization\",\"name\":\"sonyresearchindia\",\"url\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2023\/03\/Sony_Logo.png\",\"contentUrl\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2023\/03\/Sony_Logo.png\",\"width\":168,\"height\":31,\"caption\":\"sonyresearchindia\"},\"image\":{\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/#\/schema\/person\/589cf1e285a7c37cf0cb9feba7ae4338\",\"name\":\"sri_user@2021\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/whiteriversmediasolutions.com\/Sony\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/e0c9edcfb42567c720cc449d4b1e0812298e8172a5a7e4296127a0adba7e705b?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/e0c9edcfb42567c720cc449d4b1e0812298e8172a5a7e4296127a0adba7e705b?s=96&d=mm&r=g\",\"caption\":\"sri_user@2021\"},\"sameAs\":[\"http:\/\/whiteriversmediasolutions.com\/staging\/SRI\"]}]}<\/script>\n","yoast_head_json":{"title":"Summarising: \u2018Open-set Object Detection by Aligning Known Class Representations\u2019 - Sony Research India","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/","og_locale":"en_US","og_type":"article","og_title":"Summarising: \u2018Open-set Object Detection by Aligning Known Class Representations\u2019 - Sony Research India","og_description":"In this blog, Vishal Chudasama, Senior Engineer at Sony Research India...","og_url":"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/","og_site_name":"Sony Research India","article_published_time":"2024-02-19T06:55:47+00:00","article_modified_time":"2024-02-19T09:15:05+00:00","og_image":[{"width":380,"height":190,"url":"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2024\/02\/BlogImage_380x190.jpg","type":"image\/jpeg"}],"author":"sri_user@2021","twitter_card":"summary_large_image","twitter_misc":{"Written by":"sri_user@2021","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/#article","isPartOf":{"@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/"},"author":{"name":"sri_user@2021","@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/#\/schema\/person\/589cf1e285a7c37cf0cb9feba7ae4338"},"headline":"Summarising: \u2018Open-set Object Detection by Aligning Known Class Representations\u2019","datePublished":"2024-02-19T06:55:47+00:00","dateModified":"2024-02-19T09:15:05+00:00","mainEntityOfPage":{"@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/"},"wordCount":330,"publisher":{"@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/#organization"},"image":{"@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/#primaryimage"},"thumbnailUrl":"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2024\/02\/BlogImage_380x190.jpg","articleSection":["#ExperienceSony","All Blogs"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/","url":"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/","name":"Summarising: \u2018Open-set Object Detection by Aligning Known Class Representations\u2019 - Sony Research India","isPartOf":{"@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/#website"},"primaryImageOfPage":{"@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/#primaryimage"},"image":{"@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/#primaryimage"},"thumbnailUrl":"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2024\/02\/BlogImage_380x190.jpg","datePublished":"2024-02-19T06:55:47+00:00","dateModified":"2024-02-19T09:15:05+00:00","breadcrumb":{"@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/#primaryimage","url":"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2024\/02\/BlogImage_380x190.jpg","contentUrl":"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2024\/02\/BlogImage_380x190.jpg","width":380,"height":190},{"@type":"BreadcrumbList","@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/summarising-open-set-object-detection-by-aligning-known-class-representations\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/whiteriversmediasolutions.com\/Sony\/"},{"@type":"ListItem","position":2,"name":"Summarising: \u2018Open-set Object Detection by Aligning Known Class Representations\u2019"}]},{"@type":"WebSite","@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/#website","url":"https:\/\/whiteriversmediasolutions.com\/Sony\/","name":"Sony Research India","description":"","publisher":{"@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/whiteriversmediasolutions.com\/Sony\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/#organization","name":"sonyresearchindia","url":"https:\/\/whiteriversmediasolutions.com\/Sony\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/#\/schema\/logo\/image\/","url":"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2023\/03\/Sony_Logo.png","contentUrl":"https:\/\/whiteriversmediasolutions.com\/Sony\/uvaftoap\/2023\/03\/Sony_Logo.png","width":168,"height":31,"caption":"sonyresearchindia"},"image":{"@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/#\/schema\/person\/589cf1e285a7c37cf0cb9feba7ae4338","name":"sri_user@2021","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/whiteriversmediasolutions.com\/Sony\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/e0c9edcfb42567c720cc449d4b1e0812298e8172a5a7e4296127a0adba7e705b?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/e0c9edcfb42567c720cc449d4b1e0812298e8172a5a7e4296127a0adba7e705b?s=96&d=mm&r=g","caption":"sri_user@2021"},"sameAs":["http:\/\/whiteriversmediasolutions.com\/staging\/SRI"]}]}},"_links":{"self":[{"href":"https:\/\/whiteriversmediasolutions.com\/Sony\/wp-json\/wp\/v2\/posts\/11780","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/whiteriversmediasolutions.com\/Sony\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/whiteriversmediasolutions.com\/Sony\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/whiteriversmediasolutions.com\/Sony\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/whiteriversmediasolutions.com\/Sony\/wp-json\/wp\/v2\/comments?post=11780"}],"version-history":[{"count":29,"href":"https:\/\/whiteriversmediasolutions.com\/Sony\/wp-json\/wp\/v2\/posts\/11780\/revisions"}],"predecessor-version":[{"id":11815,"href":"https:\/\/whiteriversmediasolutions.com\/Sony\/wp-json\/wp\/v2\/posts\/11780\/revisions\/11815"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/whiteriversmediasolutions.com\/Sony\/wp-json\/wp\/v2\/media\/11809"}],"wp:attachment":[{"href":"https:\/\/whiteriversmediasolutions.com\/Sony\/wp-json\/wp\/v2\/media?parent=11780"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/whiteriversmediasolutions.com\/Sony\/wp-json\/wp\/v2\/categories?post=11780"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/whiteriversmediasolutions.com\/Sony\/wp-json\/wp\/v2\/tags?post=11780"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}