{"id":4054,"date":"2022-06-13T09:01:32","date_gmt":"2022-06-13T08:01:32","guid":{"rendered":"https:\/\/www.ceessnoek.info\/?p=4054"},"modified":"2022-06-13T09:02:12","modified_gmt":"2022-06-13T08:02:12","slug":"cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs","status":"publish","type":"post","link":"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/","title":{"rendered":"CVPR 2022: How Do You Do It? Fine-Grained Action Understanding With Pseudo-Adverbs"},"content":{"rendered":"\n<p>The CVPR 2022 cam-ready for <em>How Do You Do It? Fine-Grained Action Understanding With Pseudo-Adverbs<\/em> by <a href=\"https:\/\/hazeldoughty.github.io\">Hazel Doughty<\/a> and Cees G. M. Snoek is <a href=\"https:\/\/hazeldoughty.github.io\/Papers\/PseudoAdverbs\/PseudoAdverbs.pdf\">now available<\/a>. We aim to understand how actions are performed and identify subtle differences, such as `fold firmly&#8217; vs. `fold gently&#8217;. To this end, we propose a method which recognizes adverbs across different actions. However, such fine-grained annotations are difficult to obtain and their long-tailed nature makes it challenging to recognize adverbs in rare action-adverb compositions. Our approach therefore uses semi-supervised learning with multiple adverb pseudo-labels to leverage videos with only action labels. Combined with adaptive thresholding of these pseudo-adverbs we are able to make efficient use of the available data while tackling the long-tailed distribution. Additionally, we gather adverb annotations for three existing video retrieval datasets, which allows us to introduce the new tasks of recognizing adverbs in unseen action-adverb compositions and unseen domains. Experiments demonstrate the effectiveness of our method, which outperforms prior work in recognizing adverbs and semi-supervised works adapted for adverb recognition. We also show how adverbs can relate fine-grained actions.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/hazel-pseudo-adverbs.png\"><img loading=\"lazy\" decoding=\"async\" width=\"764\" height=\"392\" src=\"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/hazel-pseudo-adverbs.png\" alt=\"\" class=\"wp-image-3999\" srcset=\"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/hazel-pseudo-adverbs.png 764w, https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/hazel-pseudo-adverbs-300x154.png 300w\" sizes=\"auto, (max-width: 764px) 100vw, 764px\" \/><\/a><figcaption>Project page:\u00a0<a href=\"https:\/\/hazeldoughty.github.io\/Papers\/PseudoAdverbs\/\">https:\/\/hazeldoughty.github.io\/Papers\/PseudoAdverbs\/<\/a>.<\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>The CVPR 2022 cam-ready for How Do You Do It? Fine-Grained Action Understanding With Pseudo-Adverbs by Hazel Doughty and Cees G. M. Snoek is now available. We aim to understand how actions are performed and identify subtle differences, such as `fold firmly&#8217; vs. `fold gently&#8217;. To this end, we propose a method which recognizes adverbs [&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-4054","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>CVPR 2022: How Do You Do It? Fine-Grained Action Understanding With Pseudo-Adverbs - 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\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"CVPR 2022: How Do You Do It? Fine-Grained Action Understanding With Pseudo-Adverbs - Cees Snoek\" \/>\n<meta property=\"og:description\" content=\"The CVPR 2022 cam-ready for How Do You Do It? Fine-Grained Action Understanding With Pseudo-Adverbs by Hazel Doughty and Cees G. M. Snoek is now available. We aim to understand how actions are performed and identify subtle differences, such as `fold firmly&#8217; vs. `fold gently&#8217;. To this end, we propose a method which recognizes adverbs [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/\" \/>\n<meta property=\"og:site_name\" content=\"Cees Snoek\" \/>\n<meta property=\"article:published_time\" content=\"2022-06-13T08:01:32+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-06-13T08:02:12+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/hazel-pseudo-adverbs.png\" \/>\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\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/\",\"url\":\"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/\",\"name\":\"CVPR 2022: How Do You Do It? Fine-Grained Action Understanding With Pseudo-Adverbs - Cees Snoek\",\"isPartOf\":{\"@id\":\"https:\/\/www.ceessnoek.info\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/hazel-pseudo-adverbs.png\",\"datePublished\":\"2022-06-13T08:01:32+00:00\",\"dateModified\":\"2022-06-13T08:02:12+00:00\",\"author\":{\"@id\":\"https:\/\/www.ceessnoek.info\/#\/schema\/person\/4bca975b7c432aeb5dced40bdbc204c1\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/#primaryimage\",\"url\":\"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/hazel-pseudo-adverbs.png\",\"contentUrl\":\"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/hazel-pseudo-adverbs.png\",\"width\":764,\"height\":392},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.ceessnoek.info\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"CVPR 2022: How Do You Do It? Fine-Grained Action Understanding With Pseudo-Adverbs\"}]},{\"@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":"CVPR 2022: How Do You Do It? Fine-Grained Action Understanding With Pseudo-Adverbs - 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\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/","og_locale":"en_US","og_type":"article","og_title":"CVPR 2022: How Do You Do It? Fine-Grained Action Understanding With Pseudo-Adverbs - Cees Snoek","og_description":"The CVPR 2022 cam-ready for How Do You Do It? Fine-Grained Action Understanding With Pseudo-Adverbs by Hazel Doughty and Cees G. M. Snoek is now available. We aim to understand how actions are performed and identify subtle differences, such as `fold firmly&#8217; vs. `fold gently&#8217;. To this end, we propose a method which recognizes adverbs [&hellip;]","og_url":"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/","og_site_name":"Cees Snoek","article_published_time":"2022-06-13T08:01:32+00:00","article_modified_time":"2022-06-13T08:02:12+00:00","og_image":[{"url":"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/hazel-pseudo-adverbs.png","type":"","width":"","height":""}],"author":"Cees","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Cees","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/","url":"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/","name":"CVPR 2022: How Do You Do It? Fine-Grained Action Understanding With Pseudo-Adverbs - Cees Snoek","isPartOf":{"@id":"https:\/\/www.ceessnoek.info\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/#primaryimage"},"image":{"@id":"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/#primaryimage"},"thumbnailUrl":"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/hazel-pseudo-adverbs.png","datePublished":"2022-06-13T08:01:32+00:00","dateModified":"2022-06-13T08:02:12+00:00","author":{"@id":"https:\/\/www.ceessnoek.info\/#\/schema\/person\/4bca975b7c432aeb5dced40bdbc204c1"},"breadcrumb":{"@id":"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/#primaryimage","url":"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/hazel-pseudo-adverbs.png","contentUrl":"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/hazel-pseudo-adverbs.png","width":764,"height":392},{"@type":"BreadcrumbList","@id":"https:\/\/www.ceessnoek.info\/index.php\/cvpr-2022-how-do-you-do-it-fine-grained-action-understanding-with-pseudo-adverbs\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.ceessnoek.info\/"},{"@type":"ListItem","position":2,"name":"CVPR 2022: How Do You Do It? Fine-Grained Action Understanding With Pseudo-Adverbs"}]},{"@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\/"}]}},"_links":{"self":[{"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/posts\/4054","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/comments?post=4054"}],"version-history":[{"count":2,"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/posts\/4054\/revisions"}],"predecessor-version":[{"id":4056,"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/posts\/4054\/revisions\/4056"}],"wp:attachment":[{"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/media?parent=4054"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/categories?post=4054"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/tags?post=4054"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}