{"id":778,"date":"2011-12-10T14:28:05","date_gmt":"2011-12-10T13:28:05","guid":{"rendered":"http:\/\/www.ceessnoek.info\/?p=778"},"modified":"2011-12-10T14:28:05","modified_gmt":"2011-12-10T13:28:05","slug":"visual-synonyms-for-landmark-image-retrieval","status":"publish","type":"post","link":"https:\/\/www.ceessnoek.info\/index.php\/visual-synonyms-for-landmark-image-retrieval\/","title":{"rendered":"Visual Synonyms for Landmark Image Retrieval"},"content":{"rendered":"<p>Purchase And Acquire Your Medication On The Web. On-line Pharmacy Store. Get Cost-free Drugs. Everybody Would Love To Obtain Cheaped In Drug Shop At Residence Beneath <a href=\"http:\/\/naturzentrum-eifel.de\/where-can-you-buy-yasmin\/\">webpage<\/a> By Natural Means. And Get The Very Best Provides For yasmin. You Can Do It Also If You Don`t Have A Doctor&#8217;s Prescription.<br \/><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-779\" title=\"algorithm\" src=\"http:\/\/www.ceessnoek.info\/wp-content\/uploads\/2011\/12\/algorithm.jpg\" alt=\"\" width=\"378\" height=\"541\" align=\"right\" srcset=\"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2011\/12\/algorithm.jpg 378w, https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2011\/12\/algorithm-209x300.jpg 209w\" sizes=\"auto, (max-width: 378px) 100vw, 378px\" \/><\/p>\n<p>The paper <em>Visual Synonyms for Landmark Image Retrieval<\/em> by <a href=\"http:\/\/staff.science.uva.nl\/~gavves\">Efstratios Gavves<\/a>, Cees Snoek and Arnold Smeulders, which is to appear in Computer Vision and Image Understanding is <a href=\"http:\/\/staff.science.uva.nl\/~cgmsnoek\/pub\/gavves-synonyms-cviu.pdf\">now available<\/a>. In this paper, we address the incoherence problem of the visual words in bag-of-words vocabularies. Different from existing work, which assigns words based on closeness in descriptor space, we focus on identifying pairs of independent, distant words \u2013 the visual synonyms \u2013 that are likely to host image patches of similar visual reality. We focus on landmark images, where the image geometry guides the detection of synonym pairs. Image geometry is used to find those image features that lie in the nearly identical physical location, yet are assigned to different words of the visual vocabulary. Defined in this way, we evaluate the validity of visual synonyms. We also examine the closeness of synonyms in the L2-normalized feature space. We show that visual synonyms may successfully be used for vocabulary reduction. Furthermore, we show that combining the reduced visual vocabularies with synonym augmentation, we perform on par with the state-of-the-art bag-of-words approach, while having a 98% smaller vocabulary.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Purchase And Acquire Your Medication On The Web. On-line Pharmacy Store. Get Cost-free Drugs. Everybody Would Love To Obtain Cheaped In Drug Shop At Residence Beneath webpage By Natural Means. And Get The Very Best Provides For yasmin. You Can Do It Also If You Don`t Have A Doctor&#8217;s Prescription. The paper Visual Synonyms for [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-778","post","type-post","status-publish","format-standard","hentry","category-science"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Visual Synonyms for Landmark Image Retrieval - Cees Snoek<\/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:\/\/www.ceessnoek.info\/index.php\/visual-synonyms-for-landmark-image-retrieval\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Visual Synonyms for Landmark Image Retrieval - Cees Snoek\" \/>\n<meta property=\"og:description\" content=\"Purchase And Acquire Your Medication On The Web. On-line Pharmacy Store. Get Cost-free Drugs. Everybody Would Love To Obtain Cheaped In Drug Shop At Residence Beneath webpage By Natural Means. And Get The Very Best Provides For yasmin. You Can Do It Also If You Don`t Have A Doctor&#8217;s Prescription. The paper Visual Synonyms for [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.ceessnoek.info\/index.php\/visual-synonyms-for-landmark-image-retrieval\/\" \/>\n<meta property=\"og:site_name\" content=\"Cees Snoek\" \/>\n<meta property=\"article:published_time\" content=\"2011-12-10T13:28:05+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/www.ceessnoek.info\/wp-content\/uploads\/2011\/12\/algorithm.jpg\" \/>\n<meta name=\"author\" content=\"Cees\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Cees\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/visual-synonyms-for-landmark-image-retrieval\/\",\"url\":\"https:\/\/www.ceessnoek.info\/index.php\/visual-synonyms-for-landmark-image-retrieval\/\",\"name\":\"Visual Synonyms for Landmark Image Retrieval - Cees Snoek\",\"isPartOf\":{\"@id\":\"https:\/\/www.ceessnoek.info\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/visual-synonyms-for-landmark-image-retrieval\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/visual-synonyms-for-landmark-image-retrieval\/#primaryimage\"},\"thumbnailUrl\":\"http:\/\/www.ceessnoek.info\/wp-content\/uploads\/2011\/12\/algorithm.jpg\",\"datePublished\":\"2011-12-10T13:28:05+00:00\",\"author\":{\"@id\":\"https:\/\/www.ceessnoek.info\/#\/schema\/person\/4bca975b7c432aeb5dced40bdbc204c1\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/visual-synonyms-for-landmark-image-retrieval\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.ceessnoek.info\/index.php\/visual-synonyms-for-landmark-image-retrieval\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/visual-synonyms-for-landmark-image-retrieval\/#primaryimage\",\"url\":\"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2011\/12\/algorithm.jpg\",\"contentUrl\":\"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2011\/12\/algorithm.jpg\",\"width\":\"378\",\"height\":\"541\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/visual-synonyms-for-landmark-image-retrieval\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.ceessnoek.info\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Visual Synonyms for Landmark Image Retrieval\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.ceessnoek.info\/#website\",\"url\":\"https:\/\/www.ceessnoek.info\/\",\"name\":\"Cees Snoek\",\"description\":\"research on video and image ai\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.ceessnoek.info\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.ceessnoek.info\/#\/schema\/person\/4bca975b7c432aeb5dced40bdbc204c1\",\"name\":\"Cees\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.ceessnoek.info\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/756ccb993852c1e8e3af39a228d11a7305b2a937750f26dc5799d5df019b0f51?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/756ccb993852c1e8e3af39a228d11a7305b2a937750f26dc5799d5df019b0f51?s=96&d=mm&r=g\",\"caption\":\"Cees\"},\"sameAs\":[\"http:\/\/www.CeesSnoek.info\"],\"url\":\"https:\/\/www.ceessnoek.info\/index.php\/author\/admin\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Visual Synonyms for Landmark Image Retrieval - Cees Snoek","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:\/\/www.ceessnoek.info\/index.php\/visual-synonyms-for-landmark-image-retrieval\/","og_locale":"en_US","og_type":"article","og_title":"Visual Synonyms for Landmark Image Retrieval - Cees Snoek","og_description":"Purchase And Acquire Your Medication On The Web. On-line Pharmacy Store. Get Cost-free Drugs. Everybody Would Love To Obtain Cheaped In Drug Shop At Residence Beneath webpage By Natural Means. And Get The Very Best Provides For yasmin. You Can Do It Also If You Don`t Have A Doctor&#8217;s Prescription. 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