{"id":207,"date":"2023-09-22T19:35:09","date_gmt":"2023-09-22T19:35:09","guid":{"rendered":"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/?page_id=207"},"modified":"2023-10-10T10:37:17","modified_gmt":"2023-10-10T10:37:17","slug":"benchmark","status":"publish","type":"page","link":"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/benchmark\/","title":{"rendered":"Benchmark"},"content":{"rendered":"\n<p>Results of EEG-based seizure detection algorithm that use the framework are displayed on this page. This page is a community effort powered by many researchers around the world. If you would like to see the results of your work displayed on this page just submit your results!<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/new-entry\/\">Submit a new entry!<\/a><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Subject-independent models<\/h2>\n\n\n\n<p><em>Click on a row to show additional information.<\/em><\/p>\n\n\n<figure id=\"generalized\" class=\"wp-block-table is-style-stripes\"><table><thead><tr><th>Name<\/th><th>Training Data<\/th><th>Date<\/th><th class=\"has-text-align-center\" data-align=\"center\">CHB-MIT<br>F1-score<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">CHB-MIT<br>Sensitivity<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">CHB-MIT<br>Precision<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">CHB-MIT<br>FP\/day<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">CHB-MIT<br>F1-score<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">CHB-MIT<br>Sensitivity<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">CHB-MIT<br>Precision<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">CHB-MIT<br>FP\/day<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">TUH<br>F1-score<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">TUH<br>Sensitivity<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">TUH<br>Precision<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">TUH<br>FP\/day<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">TUH<br>F1-score<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">TUH<br>Sensitivity<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">TUH<br>Precision<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">TUH<br>FP\/day<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">Siena<br>F1-score<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">Siena<br>Sensitivity<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">Siena<br>Precision<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">Siena<br>FP\/day<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">Siena<br>F1-score<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">Siena<br>Sensitivity<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">Siena<br>Precision<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">Siena<br>FP\/day<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">SeizeIT<br>F1-score<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">SeizeIT<br>Sensitivity<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">SeizeIT<br>Precision<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">SeizeIT<br>FP\/day<br>Event<\/th><th class=\"has-text-align-center\" data-align=\"center\">SeizeIT<br>F1-score<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">SeizeIT<br>Sensitivity<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">SeizeIT<br>Precision<br>Sample<\/th><th class=\"has-text-align-center\" data-align=\"center\">SeizeIT<br>FP\/day- Sample<\/th><\/tr><\/thead><tbody><tr><td><a href=\"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/details\/?modelName=ESL_RF_AZCfeat_2023\"><abbr title=\"ESL_RF_AZCfeat_2023\">ESL_RF...<\/abbr><\/a><\/td><td>CHB-MIT<\/td><td>06\/10\/2023<\/td><td class=\"has-text-align-center\" data-align=\"center\">55.3<\/td><td class=\"has-text-align-center\" data-align=\"center\">34.1<\/td><td class=\"has-text-align-center\" data-align=\"center\">77.4<\/td><td class=\"has-text-align-center\" data-align=\"center\">1.08<\/td><td class=\"has-text-align-center\" data-align=\"center\">29.4<\/td><td class=\"has-text-align-center\" data-align=\"center\">14.9<\/td><td class=\"has-text-align-center\" data-align=\"center\">78.9<\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><\/tr><tr><td><a href=\"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/details\/?modelName=ESL_RF_AZCfeat_2023\"><abbr title=\"ESL_RF_AZCfeat_2023\">ESL_RF...<\/abbr><\/a><\/td><td>Siena<\/td><td>06\/10\/2023<\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\">33.9<\/td><td class=\"has-text-align-center\" data-align=\"center\">32.9<\/td><td class=\"has-text-align-center\" data-align=\"center\">62.5<\/td><td class=\"has-text-align-center\" data-align=\"center\">1.2<\/td><td class=\"has-text-align-center\" data-align=\"center\">19.9<\/td><td class=\"has-text-align-center\" data-align=\"center\">6.9<\/td><td class=\"has-text-align-center\" data-align=\"center\">69.9<\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><\/tr><tr><td><a href=\"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/details\/?modelName=ESL_Transformer_2023\"><abbr title=\"ESL_Transformer_2023\">ESL_Tr...<\/abbr><\/a><\/td><td>TUH<\/td><td>11\/10\/2023<\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\">63.2<\/td><td class=\"has-text-align-center\" data-align=\"center\">76.5<\/td><td class=\"has-text-align-center\" data-align=\"center\">53.9<\/td><td class=\"has-text-align-center\" data-align=\"center\">40.6<\/td><td class=\"has-text-align-center\" data-align=\"center\">61.6<\/td><td class=\"has-text-align-center\" data-align=\"center\">60.7<\/td><td class=\"has-text-align-center\" data-align=\"center\">62.4<\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\">32.2<\/td><td class=\"has-text-align-center\" data-align=\"center\">54.4<\/td><td class=\"has-text-align-center\" data-align=\"center\">31.3<\/td><td class=\"has-text-align-center\" data-align=\"center\">21.9<\/td><td class=\"has-text-align-center\" data-align=\"center\">26.8<\/td><td class=\"has-text-align-center\" data-align=\"center\">28.9<\/td><td class=\"has-text-align-center\" data-align=\"center\">35.9<\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><\/tr><tr><td><a href=\"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/details\/?modelName=ESL_Transformer_2023\"><abbr title=\"ESL_Transformer_2023\">ESL_Tr...<\/abbr><\/a><\/td><td>Siena<\/td><td>11\/10\/2023<\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\">22.8<\/td><td class=\"has-text-align-center\" data-align=\"center\">56.9<\/td><td class=\"has-text-align-center\" data-align=\"center\">18.7<\/td><td class=\"has-text-align-center\" data-align=\"center\">34.4<\/td><td class=\"has-text-align-center\" data-align=\"center\">17.3<\/td><td class=\"has-text-align-center\" data-align=\"center\">23.3<\/td><td class=\"has-text-align-center\" data-align=\"center\">21.1<\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\"><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><em>Table filters:<\/em><\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:15%\">\n<p class=\"has-text-align-right\">Datasets<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-buttons is-content-justification-right is-layout-flex wp-container-core-buttons-is-layout-d445cf74 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size has-small-font-size\" id=\"chbMit\"><a class=\"wp-block-button__link wp-element-button\" style=\"padding-top:10px;padding-right:10px;padding-bottom:10px;padding-left:10px\">CHB-MIT<\/a><\/div>\n\n\n\n<div class=\"wp-block-button has-custom-font-size has-small-font-size\" id=\"tuh\"><a class=\"wp-block-button__link wp-element-button\" style=\"padding-top:10px;padding-right:10px;padding-bottom:10px;padding-left:10px\">TUH<\/a><\/div>\n\n\n\n<div class=\"wp-block-button has-custom-font-size has-small-font-size\" id=\"siena\"><a class=\"wp-block-button__link wp-element-button\" style=\"padding-top:10px;padding-right:10px;padding-bottom:10px;padding-left:10px\">Siena<\/a><\/div>\n\n\n\n<div class=\"wp-block-button has-custom-font-size has-small-font-size\" id=\"seizeIT\"><a class=\"wp-block-button__link wp-element-button\" style=\"padding-top:10px;padding-right:10px;padding-bottom:10px;padding-left:10px\">SeizeIT<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:15%\">\n<p class=\"has-text-align-right\">Metrics<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-buttons is-content-justification-right is-layout-flex wp-container-core-buttons-is-layout-d445cf74 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size has-small-font-size\" id=\"f1\"><a class=\"wp-block-button__link wp-element-button\" style=\"padding-top:10px;padding-right:10px;padding-bottom:10px;padding-left:10px\">F1-score<\/a><\/div>\n\n\n\n<div class=\"wp-block-button has-custom-font-size is-style-outline has-small-font-size is-style-outline--1\" id=\"sensitivity\"><a class=\"wp-block-button__link wp-element-button\" style=\"padding-top:10px;padding-right:10px;padding-bottom:10px;padding-left:10px\">Sensitivity<\/a><\/div>\n\n\n\n<div class=\"wp-block-button has-custom-font-size is-style-outline has-small-font-size is-style-outline--2\" id=\"precision\"><a class=\"wp-block-button__link wp-element-button\" style=\"padding-top:10px;padding-right:10px;padding-bottom:10px;padding-left:10px\">Precision<\/a><\/div>\n\n\n\n<div class=\"wp-block-button has-custom-font-size is-style-outline has-small-font-size is-style-outline--3\" id=\"FP\"><a class=\"wp-block-button__link wp-element-button\" style=\"padding-top:10px;padding-right:10px;padding-bottom:10px;padding-left:10px\">FP\/day<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:15%\">\n<p class=\"has-text-align-right\">Scoring<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-buttons is-content-justification-right is-layout-flex wp-container-core-buttons-is-layout-d445cf74 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size has-small-font-size\" id=\"event\"><a class=\"wp-block-button__link wp-element-button\" style=\"padding-top:10px;padding-right:10px;padding-bottom:10px;padding-left:10px\">Event-based<\/a><\/div>\n\n\n\n<div class=\"wp-block-button has-custom-font-size is-style-outline has-small-font-size is-style-outline--4\" id=\"sample\"><a class=\"wp-block-button__link wp-element-button\" style=\"padding-top:10px;padding-right:10px;padding-bottom:10px;padding-left:10px\">Sample-based<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0;font-size:0px\"><table><tbody><tr><td><\/td><\/tr><\/tbody><\/table><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Results of EEG-based seizure detection algorithm that use the framework are displayed on this page. This page is a community effort powered by many researchers around the world. If you would like to see the results of your work displayed on this page just submit your results! Subject-independent models Click on a row to show [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"footnotes":""},"class_list":["post-207","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/wp-json\/wp\/v2\/pages\/207","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/wp-json\/wp\/v2\/comments?post=207"}],"version-history":[{"count":23,"href":"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/wp-json\/wp\/v2\/pages\/207\/revisions"}],"predecessor-version":[{"id":307,"href":"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/wp-json\/wp\/v2\/pages\/207\/revisions\/307"}],"wp:attachment":[{"href":"https:\/\/eslweb.epfl.ch\/epilepsybenchmarks\/wp-json\/wp\/v2\/media?parent=207"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}