{"id":4121,"date":"2022-10-16T12:04:40","date_gmt":"2022-10-16T11:04:40","guid":{"rendered":"https:\/\/www.ceessnoek.info\/?p=4121"},"modified":"2022-10-16T12:08:39","modified_gmt":"2022-10-16T11:08:39","slug":"eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning","status":"publish","type":"post","link":"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/","title":{"rendered":"ECCV 2022: How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning?"},"content":{"rendered":"\n

The ECCV 2022 paper “How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning?<\/em>” by Fida Mohammad Thoker, Hazel Doughty, Piyush Bagad, Cees Snoek is now available<\/a> together with a project website<\/a> and GitHub repo<\/a>. Despite the recent success of video self-supervised learning, there is much still to be understood about their generalization capability. In this paper, we investigate how sensitive video self-supervised learning is to the currently used benchmark convention and whether methods generalize beyond the canonical evaluation setting. We do this across four different factors of sensitivity: domain, samples, actions and task. Our comprehensive set of over 500 experiments, which encompasses 7 video datasets, 9 self-supervised methods and 6 video understanding tasks, reveals that current benchmarks in video self-supervised learning are not a good indicator of generalization along these sensitivity factors. Further, we find that self-supervised methods considerably lag behind vanilla supervised pre-training, especially when domain shift is large and the amount of available downstream samples are low. From our analysis we distill the SEVERE-benchmark, a subset of our experiments, and discuss its implication for evaluating the generalizability of representations obtained by existing and future self-supervised video learning methods.<\/p>\n\n\n\n

\"\"<\/a><\/figure>\n","protected":false},"excerpt":{"rendered":"

The ECCV 2022 paper “How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning?” by Fida Mohammad Thoker, Hazel Doughty, Piyush Bagad, Cees Snoek is now available together with a project website and GitHub repo. Despite the recent success of video self-supervised learning, there is much still to be understood about their generalization capability. In this paper, […]<\/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-4121","post","type-post","status-publish","format-standard","hentry","category-science"],"yoast_head":"\nECCV 2022: How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning? - 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\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"ECCV 2022: How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning? - Cees Snoek\" \/>\n<meta property=\"og:description\" content=\"The ECCV 2022 paper “How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning?” by Fida Mohammad Thoker, Hazel Doughty, Piyush Bagad, Cees Snoek is now available together with a project website and GitHub repo. Despite the recent success of video self-supervised learning, there is much still to be understood about their generalization capability. In this paper, […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"Cees Snoek\" \/>\n<meta property=\"article:published_time\" content=\"2022-10-16T11:04:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-10-16T11:08:39+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/CC8F102D-6EFA-408C-950F-E7C1E5260B4F.jpeg\" \/>\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=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/\",\"url\":\"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/\",\"name\":\"ECCV 2022: How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning? - Cees Snoek\",\"isPartOf\":{\"@id\":\"https:\/\/www.ceessnoek.info\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/CC8F102D-6EFA-408C-950F-E7C1E5260B4F.jpeg\",\"datePublished\":\"2022-10-16T11:04:40+00:00\",\"dateModified\":\"2022-10-16T11:08:39+00:00\",\"author\":{\"@id\":\"https:\/\/www.ceessnoek.info\/#\/schema\/person\/4bca975b7c432aeb5dced40bdbc204c1\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/#primaryimage\",\"url\":\"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/CC8F102D-6EFA-408C-950F-E7C1E5260B4F.jpeg\",\"contentUrl\":\"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/CC8F102D-6EFA-408C-950F-E7C1E5260B4F.jpeg\",\"width\":2199,\"height\":838},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.ceessnoek.info\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"ECCV 2022: How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning?\"}]},{\"@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":"ECCV 2022: How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning? - 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\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/","og_locale":"en_US","og_type":"article","og_title":"ECCV 2022: How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning? - Cees Snoek","og_description":"The ECCV 2022 paper “How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning?” by Fida Mohammad Thoker, Hazel Doughty, Piyush Bagad, Cees Snoek is now available together with a project website and GitHub repo. Despite the recent success of video self-supervised learning, there is much still to be understood about their generalization capability. In this paper, […]","og_url":"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/","og_site_name":"Cees Snoek","article_published_time":"2022-10-16T11:04:40+00:00","article_modified_time":"2022-10-16T11:08:39+00:00","og_image":[{"url":"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/CC8F102D-6EFA-408C-950F-E7C1E5260B4F.jpeg","type":"","width":"","height":""}],"author":"Cees","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Cees","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/","url":"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/","name":"ECCV 2022: How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning? - Cees Snoek","isPartOf":{"@id":"https:\/\/www.ceessnoek.info\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/#primaryimage"},"image":{"@id":"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/CC8F102D-6EFA-408C-950F-E7C1E5260B4F.jpeg","datePublished":"2022-10-16T11:04:40+00:00","dateModified":"2022-10-16T11:08:39+00:00","author":{"@id":"https:\/\/www.ceessnoek.info\/#\/schema\/person\/4bca975b7c432aeb5dced40bdbc204c1"},"breadcrumb":{"@id":"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/#primaryimage","url":"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/CC8F102D-6EFA-408C-950F-E7C1E5260B4F.jpeg","contentUrl":"https:\/\/www.ceessnoek.info\/wp-content\/uploads\/2022\/03\/CC8F102D-6EFA-408C-950F-E7C1E5260B4F.jpeg","width":2199,"height":838},{"@type":"BreadcrumbList","@id":"https:\/\/www.ceessnoek.info\/index.php\/eccv-2022-how-severe-is-benchmark-sensitivity-in-video-self-supervised-learning\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.ceessnoek.info\/"},{"@type":"ListItem","position":2,"name":"ECCV 2022: How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning?"}]},{"@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\/4121","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=4121"}],"version-history":[{"count":2,"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/posts\/4121\/revisions"}],"predecessor-version":[{"id":4124,"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/posts\/4121\/revisions\/4124"}],"wp:attachment":[{"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/media?parent=4121"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/categories?post=4121"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ceessnoek.info\/index.php\/wp-json\/wp\/v2\/tags?post=4121"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}