{"id":15966,"date":"2022-05-26T05:36:04","date_gmt":"2022-05-26T05:36:04","guid":{"rendered":"https:\/\/blog.datumo.com\/en\/?p=15966"},"modified":"2022-05-26T05:36:04","modified_gmt":"2022-05-26T05:36:04","slug":"ai-for-the-underdogs-3","status":"publish","type":"post","link":"https:\/\/dev.selectstar.ai\/ko\/ai-for-the-underdogs-3\/","title":{"rendered":"AI for The Underdogs #3"},"content":{"rendered":"<p>[vc_section full_width=&#8221;stretch_row&#8221; pix_over_visibility=&#8221;&#8221; css=&#8221;.vc_custom_1650444445523{padding-top: 80px !important;padding-bottom: 80px !important;background-color: #f8f9fa !important;}&#8221; el_id=&#8221;pix_section_program&#8221;][vc_row full_width=&#8221;stretch_row&#8221; pix_particles_check=&#8221;&#8221;][vc_column content_align=&#8221;text-center&#8221; offset=&#8221;vc_col-lg-offset-0 vc_col-lg-12 vc_col-md-offset-1 vc_col-md-10&#8243;][vc_column_text css=&#8221;.vc_custom_1653544132898{padding-top: 0px !important;padding-bottom: 0px !important;}&#8221;]<\/p>\n<h5 style=\"text-align: left;\"><strong><span class=\"notion-enable-hover\" data-token-index=\"0\" data-reactroot=\"\">How is the development of AI helping people with disabilities?<\/span><\/strong><\/h5>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left;\">The third episode of \u201cAI for The Underdogs\u201d will cover GIST\u2019s gesture dataset.<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][\/vc_section][vc_row pix_particles_check=&#8221;&#8221;][vc_column]<div id=\"el1650442607008-a85a832d-43f0\" class=\"w-100 d-block \"><\/div><div  class=\"pix-heading-el text-left \"><div><div class=\"slide-in-container\"><h4 class=\"text-heading-default font-weight-bold heading-text el-title_custom_color mb-12\" style=\"\" data-anim-type=\"\" data-anim-delay=\"0\">[Technology to tear down communication barriers]<\/h4><\/div><\/div><\/div>[vc_column_text css=&#8221;.vc_custom_1653544360070{padding-top: 40px !important;padding-right: 20px !important;padding-bottom: px !important;padding-left: 20px !important;}&#8221;]*This dataset has been collected and annotated as part of Datumo\u2019s &lt;2021 AI Training Data Sponsorship Program&gt; and is downloadable from Datumo\u2019s Open Datasets website.<\/p>\n<p>&nbsp;<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-15970 size-full\" src=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/project_card-1.png\" alt=\"\" width=\"630\" height=\"404\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" class=\"size-medium wp-image-15971 aligncenter\" src=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/Frame-2396-300x32.png\" alt=\"\" width=\"300\" height=\"32\" \/>[\/vc_column_text]<div id=\"el1653459094524-2f3bfb18-011b\" class=\"w-100 d-block \"><\/div>[vc_column_text]<\/p>\n<h4><strong><span class=\"notion-enable-hover\" data-token-index=\"0\" data-reactroot=\"\">Who would benefit from this dataset?<\/span><\/strong><\/h4>\n<p>&nbsp;<\/p>\n<p>Creating this dataset has been part of GIST\u2019s research project to enable smoother communication between people with and without disabilities through gestures.<\/p>\n<p>People with particular disabilities often face challenges in communicating with others. For those with severe disabilities, it may be difficult to use sign language, which makes it very difficult to communicate with their families or guardians. In order to make communication easier, GIST and Datumo together created dataset of Korean symbolic gestures based on sign language to complement the communication process of those with severe disabilities.<\/p>\n<p>&nbsp;<\/p>\n<h4><\/h4>\n<h4><strong><span class=\"notion-enable-hover\" data-token-index=\"0\" data-reactroot=\"\">How did Datumo create this dataset?<\/span><\/strong><\/h4>\n<p>&nbsp;<\/p>\n<p>All data were collected and labeled using Datumo\u2019s crowd-sourcing platform, Cash Mission.<\/p>\n<p>Total of 21,020 video datasets(205 categories) of gestures were created- each gesture was repeated five times per video.<\/p>\n<p>The most important aspect in training AI models is having dataset of high <strong>accuracy<\/strong> and <strong>variety.<\/strong> Due to Datumo\u2019s 200K crowd-workers from Cash Mission and strict guidelines, we were able to achieve accurate and numerous data.<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-medium wp-image-15972\" src=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/d_symbol_en_hor2_s-300x105.png\" alt=\"\" width=\"300\" height=\"105\" \/>[\/vc_column_text]<div id=\"el1653459100296-8c231422-1179\" class=\"w-100 d-block \"><\/div><div class=\"pix-content-box card         rounded-lg shadow-lg shadow-hover-lg bg- w-100  \"   ><div class=\"\" style=\"z-index:30;position:relative;\">[vc_column_text]<\/p>\n<ul>\n<li style=\"text-align: left;\">Main apparatus: DATUMO&#8217;s crowd-sourcing platform &#8220;Cash Mission&#8221;<\/li>\n<li style=\"text-align: left;\">Standards and means of data collection and guidance set, based on client&#8217;s needs<\/li>\n<li style=\"text-align: left;\">Project designed and guidelines (utilizing &#8220;Sondam&#8221; video tutorials) and tutorials set for crowd-workers<\/li>\n<li style=\"text-align: left;\">Pilot test carried out before the actual project for assurance<\/li>\n<li style=\"text-align: left;\">Collected &#8220;Sondam&#8221; video data via crowd-workers<\/li>\n<li style=\"text-align: left;\">Metadata tagging carried out by crowd-workers<\/li>\n<li style=\"text-align: left;\">Final data delivered after modification and inspection by in-house workers<\/li>\n<\/ul>\n<p>[\/vc_column_text]<\/div><\/div><div class=\"d-inline-block w-100 pix-h-auto \"><div  style=\"\" class=\"  text-left d-inline-block rounded-lg\"  ><video class=\"pix-video-bg-element d-block pix-bg-image2 rounded-lg bg-video\" width=\"100%\"  preload=\"metadata\" loop  muted playsinline>\n\t\t\t\t\t\t\t<source src=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/05\/gist.mp4\" type=\"video\/mp4\" \/>\n\t\t\t\t\t\t\t<\/video><\/div><\/div><div id=\"el1653544586914-7d189b81-522b\" class=\"w-100 d-block \"><\/div>[\/vc_column][\/vc_row][vc_section full_width=&#8221;stretch_row&#8221; pix_over_visibility=&#8221;&#8221; css=&#8221;.vc_custom_1650444445523{padding-top: 80px !important;padding-bottom: 80px !important;background-color: #f8f9fa !important;}&#8221;][vc_row full_width=&#8221;stretch_row&#8221; pix_particles_check=&#8221;&#8221;][vc_column content_align=&#8221;text-center&#8221; offset=&#8221;vc_col-lg-offset-0 vc_col-lg-12 vc_col-md-offset-1 vc_col-md-10&#8243;]<div class=\"pix-content-box card         rounded-lg shadow-lg shadow-hover-lg bg- w-100  \"   ><div class=\"\" style=\"z-index:30;position:relative;\">[vc_column_text]<\/p>\n<h5 style=\"text-align: left;\"><strong>Dataset Specification<\/strong><\/h5>\n<p>&nbsp;<\/p>\n<ul>\n<li style=\"text-align: left;\">4,204 video datasets on 205 categories<\/li>\n<li style=\"text-align: left;\">Total of 21,020 video datasets of gestures built- each gesture repeated five times per video produced by a crowd-worker<\/li>\n<\/ul>\n<p>[\/vc_column_text]<\/div><\/div>[\/vc_column][\/vc_row][\/vc_section][vc_row pix_particles_check=&#8221;&#8221;][vc_column]<div id=\"el1650362147064-486b7dc2-a9b3\" class=\"w-100 d-block \"><\/div><div  class=\"pix-heading-el text-left \"><div><div class=\"slide-in-container\"><h3 class=\"text-heading-default font-weight-bold heading-text el-title_custom_color mb-12\" style=\"\" data-anim-type=\"\" data-anim-delay=\"0\">Great opportunity to secure high-quality data<\/h3><\/div><\/div><\/div>[vc_column_text css=&#8221;.vc_custom_1653545834015{padding-top: 40px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;}&#8221;]The gesture dataset was created based on Datumo\u2019s 4 core values:<\/p>\n<p>&nbsp;<\/p>\n<blockquote>\n<h5 style=\"text-align: center;\"><span class=\"notion-enable-hover\" data-token-index=\"1\" data-reactroot=\"\">[ ACCURACY \/ CONSISTENCY \/ BALANCE \/ COVERAGE ]<\/span><\/h5>\n<\/blockquote>\n<p>&nbsp;<\/p>\n<p>The dataset consists of a number of videos of people acting out the gestures in order to train the relevant AI model without any error.[\/vc_column_text][\/vc_column][\/vc_row][vc_row pix_particles_check=&#8221;&#8221;][vc_column]<div id=\"el1653460275495-584b9956-4976\" class=\"w-100 d-block \"><\/div><div  class=\"pix-heading-el text-left \"><div><div class=\"slide-in-container\"><h3 class=\"text-heading-default font-weight-bold heading-text el-title_custom_color mb-12\" style=\"\" data-anim-type=\"\" data-anim-delay=\"0\">How would you use this dataset in the real world?<\/h3><\/div><\/div><\/div>[vc_column_text css=&#8221;.vc_custom_1653544911376{padding-top: 40px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;}&#8221;]\u201cSondam\u201d, which is the name of the gestures, could be used to train gesture recognition AI models or for educational games to teach the gestures to those who need to use them.<\/p>\n<p>This is also a meaningful attempt as this is the first benchmark dataset of the kind in Korea.<\/p>\n<p>The video below is of the AI model developed using Sondam gestures. The model recognizes the user\u2019s movements and teaches particular gestures.[\/vc_column_text]<div id=\"el1653460319966-625c822f-3226\" class=\"w-100 d-block \"><\/div>[\/vc_column][\/vc_row][vc_row pix_particles_check=&#8221;&#8221;][vc_column]<div id=\"el1653545760617-9a63c2a3-6fdd\" class=\"w-100 d-block \"><\/div>[vc_column_text css=&#8221;.vc_custom_1653544943944{padding-top: 40px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;}&#8221;]Development of technology may not equally benefit everyone. However, Datumo and Wesee hope that the dataset and technology we develop could help anyone who needs them.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>You can download this dataset for free from Datumo\u2019s \u201cOpen Datasets\u201d<\/strong><\/p>\n<p><a href=\"https:\/\/open.selectstar.ai\/data-set\/gist\">https:\/\/open.selectstar.ai\/data-set\/wesee<\/a>[\/vc_column_text]<div id=\"el1653460319965-ae95aec7-0655\" class=\"w-100 d-block \"><\/div>[\/vc_column][\/vc_row][vc_section full_width=&#8221;stretch_row&#8221; pix_over_visibility=&#8221;&#8221; pix_visibility=&#8221;1&#8243; css=&#8221;.vc_custom_1647419266512{border-top-width: 1px !important;padding-top: 80px !important;padding-bottom: 80px !important;background-color: #ffffff !important;border-top-color: rgba(0,0,0,0.11) !important;border-top-style: solid !important;}&#8221;][vc_row full_width=&#8221;stretch_row_content&#8221; content_placement=&#8221;middle&#8221; pix_particles_check=&#8221;&#8221;][vc_column content_align=&#8221;text-center&#8221; offset=&#8221;vc_col-md-offset-2 vc_col-md-8&#8243;]<h6 class=\"pix-badge-element d-inline-block mr-1 animate-in\" data-anim-type=\"fade-in-up\" data-anim-delay=\"300\"><span class=\"badge font-weight-bold secondary-font bg-gray-2  \" style=\" \"><span class=\"text-body-default\" style=\"\">Open Datasets for Data-Centric AI<\/span><\/span><\/h6><div id=\"el1647418693885-021e86c3-1643\" class=\"mb-3 text-center \"><h2 class=\"mb-32 pix-sliding-headline-2 animate-in font-weight-bold secondary-font \" data-anim-type=\"pix-sliding-text\" pix-anim-delay=\"500\" data-class=\"secondary-font text-black\" style=\"\"><span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-black\" style=\"transition-delay: 0ms;\">The&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-black\" style=\"transition-delay: 150ms;\">above&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-black\" style=\"transition-delay: 300ms;\">datasets&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-black\" style=\"transition-delay: 450ms;\">can&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-black\" style=\"transition-delay: 600ms;\">be&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-black\" style=\"transition-delay: 750ms;\">downloaded&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-black\" style=\"transition-delay: 900ms;\">for&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-black\" style=\"transition-delay: 1050ms;\">free&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-black\" style=\"transition-delay: 1200ms;\">through&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-black\" style=\"transition-delay: 1350ms;\">DATUMO&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-black\" style=\"transition-delay: 1500ms;\">\u2018OPEN&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-black\" style=\"transition-delay: 1650ms;\">DATASETS'.&#32;<\/span><\/span> <\/h2><\/div>[\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; pix_particles_check=&#8221;&#8221;][vc_column css=&#8221;.vc_custom_1591419244990{margin-bottom: -80px !important;}&#8221; offset=&#8221;vc_col-md-offset-1 vc_col-md-10&#8243;]<a href=\"https:\/\/open.selectstar.ai\/\" target=\"_blank\" title=\"\"><div class=\"pix-fancy-mockup\"><div class=\"pix-fancy-content\"><img decoding=\"async\" class=\"\" src=\"\" alt=\"\"><\/div>\n                    <img decoding=\"async\" class=\"pix-fancy-device-img\" src=\"https:\/\/dev.selectstar.ai\/ko\/wp-content\/plugins\/pixfort-core\/functions\/images\/ipad.png\" alt=\"\"><\/div><\/a>[\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row_content&#8221; content_placement=&#8221;middle&#8221; pix_particles_check=&#8221;&#8221;][vc_column content_align=&#8221;text-center&#8221; offset=&#8221;vc_col-md-offset-2 vc_col-md-8&#8243;]<div id=\"el1647419546778-06abc118-76ab\" class=\"w-100 d-block \"><\/div><div  class=\"pix-heading-el text-center \"><div><div class=\"slide-in-container\"><h4 class=\"text-gray-7 font-weight-bold secondary-font animate-in heading-text el-title_custom_color mb-12\" style=\"\" data-anim-type=\"fade-in-left\" data-anim-delay=\"400\">DATUMO would like to support the AI industry by sharing.<\/h4><\/div><\/div><\/div><a  href=\"https:\/\/open.datumo.com\/\" class=\"btn mb-2     shadow-sm text-white btn-black d-inline-block      animate-in btn-lg\" target=\"_blank\" rel=\"noopener\"  data-anim-type=\"fade-in-left\" data-anim-delay=\"1000\" ><span class=\"font-weight-bold \" >Learn More About DATUMO Open Datasets<\/span><\/a><div id=\"el1647419426201-0817d40b-b576\" class=\"w-100 d-block \"><\/div>[\/vc_column][\/vc_row][\/vc_section][vc_row pix_particles_check=&#8221;&#8221;][vc_column width=&#8221;1\/2&#8243;]<div id=\"el1647418606245-ee6aac62-9c1b\" class=\"w-100 d-block \"><\/div><div class=\"d-inline-block \" ><div class=\"pix-img-el    text-left d-inline-block  w-100 rounded-0\"  ><\/div><\/div><div id=\"el1647416874497-981daf55-c2d2\" class=\"w-100 d-block \"><\/div>[\/vc_column][vc_column width=&#8221;1\/2&#8243;]<div id=\"el1647418614985-7fc6233e-60a5\" class=\"w-100 d-block \"><\/div>[vc_column_text]<\/p>\n<p class=\"indexstyle__BottomTitle-sc-1ntcad2-8 eXeKgC\">CC BY-SA<\/p>\n<p class=\"indexstyle__BottomDescription-sc-1ntcad2-9 bKpFwB\">Reusers are allowed to distribute, remix, adapt, and build upon the material in any medium or format, even commercially, so long as attribution is given to the creator. If you remix, adapt, or build upon the material, you must license the modified material under identical terms.<\/p>\n<p class=\"indexstyle__BottomDescription-sc-1ntcad2-9 bKpFwB\">https:\/\/creativecommons.org\/licenses\/by-sa\/3.0\/deed.en<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row pix_particles_check=&#8221;&#8221;][vc_column]<div id=\"el1646794934167-c0c94dd3-ea74\" class=\"w-100 d-block \"><\/div><div class=\" mb-3 mb-md-0 \"  ><div class=\"card w-100 h-100 bg-white   pix-hover-item rounded-10 position-relative overflow-hidden2 text-white tilt fancy_card\" ><div class=\"card-img-overlay overflow-visible d-inline-block w-100 pix-img-overlay pix-p-30 d-flex align-items-end text-left\"><div class=\"w-100 \"><h3 class=\"card-title  text-black font-weight-bold mb-0 animate-in\" style=\"\">See what we can do for you.<\/h3><p class=\"card-text pix-pt-10 text-black \" style=\"\">Build smarter AI with us.<\/p><div class=\"card-btn-div mt-4 d-inline-block w-100\"><a  href=\"https:\/\/datumo.com\" class=\"btn mb-2     text-white btn-black d-inline-block      btn-md\" target=\"_blank\" rel=\"noopener\"    ><span class=\"font-weight-bold \" >Learn More<\/span><\/a><\/div><\/div><\/div><\/div><\/div>[\/vc_column][\/vc_row][vc_row pix_particles_check=&#8221;&#8221;][vc_column]<div id=\"el1646799961152-e3ee06c0-4e82\" class=\"w-100 d-block \"><\/div>[\/vc_column][\/vc_row]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[vc_section full_width=&#8221;stretch_row&#8221; pix_over_visibility=&#8221;&#8221; css=&#8221;.vc_custom_1650444445523{padding-top: 80px !important;padding-bottom: 80px !important;background-color: #f8f9fa !important;}&#8221; el_id=&#8221;pix_section_program&#8221;][vc_row full_width=&#8221;stretch_row&#8221; pix_particles_check=&#8221;&#8221;][vc_column content_align=&#8221;text-center&#8221; offset=&#8221;vc_col-lg-offset-0 vc_col-lg-12 vc_col-md-offset-1 vc_col-md-10&#8243;][vc_column_text css=&#8221;.vc_custom_1653544132898{padding-top: 0px !important;padding-bottom: 0px !important;}&#8221;] How is the development of AI helping people with disabilities? &nbsp; The third episode of \u201cAI for&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","footnotes":""},"categories":[44],"tags":[45,48,54,70,71,78,82,109,130],"table_tags":[],"class_list":["post-15966","post","type-post","status-publish","format-standard","hentry","category-usecases_success","tag-ai","tag-assistivetechnology","tag-communications","tag-datasets","tag-datumo","tag-disturbance","tag-gestures","tag-opendatasets","tag-speech"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.0 - 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