{"id":14821,"date":"2022-03-22T04:20:26","date_gmt":"2022-03-22T04:20:26","guid":{"rendered":"https:\/\/blog.selectstar.ai\/kr\/?p=14821"},"modified":"2022-03-22T04:20:26","modified_gmt":"2022-03-22T04:20:26","slug":"fitogether","status":"publish","type":"post","link":"https:\/\/dev.selectstar.ai\/ko\/fitogether\/","title":{"rendered":"Open Datasets &#8211; Fitogether"},"content":{"rendered":"<p>[vc_row pix_particles_check=&#8221;&#8221;][vc_column]<div class=\"pix-content-box card      custom-responsive-129882276   rounded-lg bg- w-100  \"   ><div class=\"\" style=\"z-index:30;position:relative;\">[vc_column_text]<\/p>\n<p style=\"text-align: left;\"><span style=\"font-size: 14pt;\"><strong>\ud83d\udd11<\/strong> <strong>In 9 minutes you will learn:<\/strong><\/span><\/p>\n<ul class=\"p-rich_text_list p-rich_text_list__bullet\" data-stringify-type=\"unordered-list\" data-indent=\"0\" data-border=\"0\">\n<li data-stringify-indent=\"0\" data-stringify-border=\"0\">How Datumo cooperated with Fitogether<\/li>\n<li data-stringify-indent=\"0\" data-stringify-border=\"0\">How Datumo\u2019s data can affect the sports industry<\/li>\n<li data-stringify-indent=\"0\" data-stringify-border=\"0\">How Fitogether can provide enhanced sports IT solution using GPS<\/li>\n<\/ul>\n<p>[\/vc_column_text]<\/div><\/div><div id=\"el1646799961152-e3ee06c0-4e82\" 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; 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;]<div id=\"el1650442503491-f5da6b2f-fa35\" class=\"mb-3 text-left \"><h3 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-heading-default\" style=\"\"><span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-heading-default\" style=\"transition-delay: 0ms;\">Sports&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-heading-default\" style=\"transition-delay: 150ms;\">IT&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-heading-default\" style=\"transition-delay: 300ms;\">solution&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-heading-default\" style=\"transition-delay: 450ms;\">based&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-heading-default\" style=\"transition-delay: 600ms;\">on&#32;<\/span><\/span> <span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-heading-default\" style=\"transition-delay: 750ms;\">GPS&#32;<\/span><\/span> <\/h3><\/div>[vc_column_text css=&#8221;.vc_custom_1653550501144{padding-top: 40px !important;padding-bottom: 0px !important;}&#8221;]<\/p>\n<p style=\"text-align: left;\">With its wearable EPTS(Electronic Performance Tracking System)\u00a0 technology, Fitogether accurately measures and analyzes the movements of players, and develops B2B solutions for sports teams in making decisions based on big data analytics.<\/p>\n<p style=\"text-align: left;\">Based on the no.1 wearable technology globally certified by FIFA, Fitogether now provides solutions for about 250 football teams from 35 countries. Including Korea\u2019s K-League, 11 football leagues from 7 countries are EPTS partners, which allows Fitogether to achieve more data.<\/p>\n<p style=\"text-align: left;\">Recently, the startup has successfully raised Series B investment worth 10B KRW(8.5M USD). Fitogether aims to expand their technology to video analyzing, and their business to the market of talent identification and fan engagement, using the data collected from performance management.<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][\/vc_section][vc_row pix_particles_check=&#8221;&#8221;][vc_column]<div id=\"el1654576994966-1694da0e-b6d7\" class=\"w-100 d-block \"><\/div>[vc_column_text]<img decoding=\"async\" class=\"size-medium wp-image-15987 alignleft\" src=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/03\/Frame-2411-300x26.webp\" alt=\"\" width=\"300\" height=\"26\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;[\/vc_column_text]<div class=\"pix-content-box card      custom-responsive-187740680   rounded-lg bg- w-100  \"   ><div class=\"\" style=\"z-index:30;position:relative;\">[vc_column_text]<\/p>\n<p style=\"text-align: left;\">\u201cTaking too much time and having uneven quality were the two toughest issues in labeling data.<\/p>\n<p>DATUMO, however, advised us on writing manuals and helped us design roadmaps for making decisions in various possible situations. DATUMO&#8217;s experiences in previous projects helped us to set guidelines for a variety of possibilities which resulted in satisfying quality of data labeling.<\/p>\n<p>We requested quite amount of data and yet received it much earlier than we expected, thanks to DATUMO&#8217;s crowd-sourcing system. The final inspection process was very strict, which was extremely appreciated by our researchers. The finalized data were in desired format to train our AI directly, without additional processing. We would like to thank DATUMO with all our hearts for providing much help to bring our project to reality. \u201d[\/vc_column_text]<\/div><\/div><div id=\"el1653551117563-02727562-0b04\" class=\"w-100 d-block \"><\/div>[vc_column_text]Some of the most important winning factors in winning a soccer match would be the capacity and condition of the players. However, the two factors cannot be easily evaluated since they are intangible.<\/p>\n<p>As such, Fitogether tries to connect the the intangible winning factors to the reality. With its wearable EPTS(Electronic Performance Tracking System) technology, Fitogether accurately measures and analyzes the movements of players, and develops B2B solutions for sports teams in making decisions based on big data analytics.<\/p>\n<p>Fitogether currently provides sports IT services using GPS. However, GPS contains its own inaccuracies of not being able to detect layers or depths of the location. Fitogether focuses on developing video solutions for such problems. The purpose of this project is to provide enhanced sports IT solution by locating players in a more accurate manner combining coordinates and GPS information via video data. The startup aims to develop a video tracker using Datumo\u2019s training data, which is based on various object detection algorithms.<\/p>\n<p>The aim of Fitogether\u2019s annotation project was to draw boxes around the players, referees, and the soccer ball from a soccer match video and label them. Based on the frame cuts of K-League soccer video clips provided by Fitogether, Datumo took care of bounding box annotation and labeling of objects from the frame cuts. Let\u2019s see how Datumo made the tutorials to promote more accurate annotation.[\/vc_column_text]<div id=\"el1646123312074-f8415338-9df9\" class=\"w-100 d-block \"><\/div>[vc_column_text]<img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter size-full wp-image-14834\" src=\"https:\/\/blog.datumo.com\/en\/wp-content\/uploads\/2022\/03\/fit1.gif\" alt=\"\" width=\"714\" height=\"718\" \/><\/p>\n<p>&nbsp;[\/vc_column_text][vc_column_text]In order to ensure consistency in drawing bounding boxes, there is a dotted line inside the solid-lined bounding box. Target object\u2019s furthermost outlines should be placed in between the dotted line and the solid line. This is one of Datumo\u2019s many patents.<\/p>\n<p>Based on the no.1 wearable technology globally certified by FIFA, Fitogether now provides solutions for about 250 football teams from 35 countries. Including Korea\u2019s K-League, 11 football leagues from 7 countries are EPTS partners, which allows Fitogether to achieve more data. Having successfully raised Series B rounds, Fitogether will continue to provide extraordinary solutions.[\/vc_column_text][\/vc_column][\/vc_row][vc_row pix_particles_check=&#8221;&#8221;][vc_column]<div id=\"el1653459100296-8c231422-1179\" 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;][vc_column_text]<\/p>\n<h5 style=\"text-align: left;\"><strong>Process of annotation<\/strong><\/h5>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left;\">Based on the frame cuts of K-League soccer video clips provided by Fitogether, DATUMO took care of bounding box annotation and labeling of objects from the frame cuts.<\/p>\n<p>[\/vc_column_text]<div class=\"pix-content-box card      custom-responsive-37894159   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;\">Bounding box annotation and labeling- according to three categories within the soccer video clip<\/li>\n<li style=\"text-align: left;\">DATUMO&#8217;s crowd-sourcing platform Cashmission was used as the main method<\/li>\n<li style=\"text-align: left;\">Standards for data preparation were set based on datasets(frame cuts) provided by Fitogether<\/li>\n<li style=\"text-align: left;\">Projects, guidelines, and tutorials designed for crowd-workers<\/li>\n<li style=\"text-align: left;\">Annotation and inspection of bounding boxes and tags completed by crowd-workers<\/li>\n<li style=\"text-align: left;\">Final inspection by in-house workers and delivery of datasets to client<\/li>\n<\/ul>\n<p>[\/vc_column_text]<\/div><\/div><div id=\"el1653460275495-584b9956-4976\" class=\"w-100 d-block \"><\/div>[vc_column_text]<\/p>\n<h5 style=\"text-align: left;\"><strong>Dataset Specification<\/strong><\/h5>\n<p>[\/vc_column_text]<div class=\"pix-content-box card      custom-responsive-50067856   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;\">Image data and JSON files of bbox coordinates and categories of items &#8211; 201,835 BBOX, 11,150 image data<\/li>\n<li style=\"text-align: left;\">Average of 18 bbox per image data<\/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=\"el1653551347582-4133f720-8d64\" 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 could these datasets be used?<\/h3><\/div><\/div><\/div>[vc_column_text css=&#8221;.vc_custom_1653549838508{padding-top: 40px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;}&#8221;]AI regarding locations of football players in the fields[\/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=\"el1653460319965-ae95aec7-0655\" class=\"w-100 d-block \"><\/div>[vc_column_text css=&#8221;.vc_custom_1653550953572{padding-top: 40px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;}&#8221;]<strong>You can download this dataset for free from Datumo\u2019s \u201cOpen Datasets\u201d<\/strong><\/p>\n<p>https:\/\/open.datumo.com\/data-set\/fitogether[\/vc_column_text]<div id=\"el1653550970360-04e9e31e-71fd\" 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_row pix_particles_check=&#8221;&#8221;][vc_column][\/vc_column][\/vc_row][vc_section full_width=&#8221;stretch_row&#8221; 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