{"id":309,"date":"2025-11-12T15:55:41","date_gmt":"2025-11-12T15:55:41","guid":{"rendered":"https:\/\/articulateinstruments.com\/new\/?page_id=309"},"modified":"2025-11-23T12:29:09","modified_gmt":"2025-11-23T12:29:09","slug":"tongue-contour-estimation","status":"publish","type":"page","link":"http:\/\/articulateinstruments.com\/new\/tongue-contour-estimation\/","title":{"rendered":"Tongue contour estimation"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"309\" class=\"elementor elementor-309\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bb9a98b e-flex e-con-boxed e-con e-parent\" data-id=\"bb9a98b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-927e01b elementor-widget elementor-widget-text-editor\" data-id=\"927e01b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h4>Tongue contour estimation<\/h4><p><a href=\"https:\/\/www.mdpi.com\/1424-8220\/22\/3\/1133\">This paper<\/a> &#8220;<em>Beyond the Edge: Markerless Pose Estimation of Speech Articulators from Ultrasound and Camera Images Using DeepLabCut<\/em>&#8221; describes the use of DeepLabCut for pose estimation of ultrasound tongue images and the extraction thereby of the midsagittal tongue contour from tip to root.\u00a0 All code and training data is available to download <a href=\"https:\/\/github.com\/articulateinstruments\/DeepLabCut-for-Speech-Production\">here<\/a>.<\/p><p><img decoding=\"async\" src=\"https:\/\/github.com\/articulateinstruments\/DeepLabCut-for-Speech-Production\/raw\/main\/Installation_Instructions\/Other_Files\/Demo\/demo2.gif\" alt=\"Speaker DF in the test set, included with this project\" \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Tongue contour estimation This paper &#8220;Beyond the Edge: Markerless Pose Estimation of Speech Articulators from Ultrasound and Camera Images Using [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-309","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/articulateinstruments.com\/new\/wp-json\/wp\/v2\/pages\/309","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/articulateinstruments.com\/new\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/articulateinstruments.com\/new\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/articulateinstruments.com\/new\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"http:\/\/articulateinstruments.com\/new\/wp-json\/wp\/v2\/comments?post=309"}],"version-history":[{"count":8,"href":"http:\/\/articulateinstruments.com\/new\/wp-json\/wp\/v2\/pages\/309\/revisions"}],"predecessor-version":[{"id":1735,"href":"http:\/\/articulateinstruments.com\/new\/wp-json\/wp\/v2\/pages\/309\/revisions\/1735"}],"wp:attachment":[{"href":"http:\/\/articulateinstruments.com\/new\/wp-json\/wp\/v2\/media?parent=309"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}