{"id":15921,"date":"2022-05-25T05:46:58","date_gmt":"2022-05-25T05:46:58","guid":{"rendered":"https:\/\/blog.datumo.com\/en\/?p=15921"},"modified":"2022-05-25T05:46:58","modified_gmt":"2022-05-25T05:46:58","slug":"ai-for-the-underdogs-1","status":"publish","type":"post","link":"https:\/\/dev.selectstar.ai\/ko\/ai-for-the-underdogs-1\/","title":{"rendered":"AI for The Underdogs #1"},"content":{"rendered":"

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Datasets <\/span><\/span> for <\/span><\/span> those <\/span><\/span> with <\/span><\/span> visual <\/span><\/span> and <\/span><\/span> mobility <\/span><\/span> impairment <\/span><\/span> <\/h3><\/div>[vc_column_text css=”.vc_custom_1653458346898{padding-top: 40px !important;padding-bottom: 0px !important;}”]<\/p>\n

How is the development of AI helping people with disabilities?<\/span><\/strong><\/p>\n

The first episode of \u201cAI for The Underdogs\u201d will cover the startup Wesee\u2019s crosswalk dataset.<\/p>\n

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[Technology for the marginalized 90 percent]<\/h4><\/div><\/div><\/div>[vc_column_text css=”.vc_custom_1653458878948{padding-top: 40px !important;padding-right: 20px !important;padding-bottom: px !important;padding-left: 20px !important;}”]*This dataset has been collected and annotated as part of Datumo\u2019s <2021 AI Training Data Sponsorship Program> and is downloadable from Datumo\u2019s Open Datasets website<\/span>.<\/p>\n

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Who would benefit from the crosswalk dataset?<\/strong><\/h4>\n

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Datumo used video data of pedestrians on crosswalks, which were also collected by Datumo, in order to annotate the crosswalks dataset in hopes of upholding the rights of visually impaired pedestrians, and furthermore, supporting research and development of technology regarding transportation in general.<\/p>\n

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Did you know?<\/strong><\/h4>\n

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Despite the number of people who face difficulties in mobility, Datasets of crosswalks have not existed in such volume before.<\/p>\n

For this particular project, Datumo and Wesee focused on creating dataset that would enable smoother mobility for those with visual or mobility impairment.<\/p>\n

It is challenging for people with low vision to cross roads without any aid. Streets without audible signals or tactile pavings can be especially challenging. In hopes of providing a better world to those who may need such assistance, the founders of Wesee decided to create the crosswalk dataset with Datumo.<\/p>\n

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How did Datumo create the dataset?<\/h3><\/div><\/div><\/div>[vc_column_text css=”.vc_custom_1653459892049{padding-top: 40px !important;padding-right: 20px !important;padding-bottom: px !important;padding-left: 20px !important;}”]<\/p>\n

Using crowd-sourcing and similar-data filtering technology, Datumo and NIA(National Information Society Agency) participated in AI Hub\u2019s open datasets project and collected 400,000 video datasets of various crossroads in Korea. Datumo and Wesee utilized the video datasets and collected and labeled total of 73,616 images of pedestrian lights and crosswalks.<\/p>\n

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Dataset Specification<\/strong><\/h5>\n

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Total: 73,616 images (36,808 JPG, 36,808 JSON)<\/p>\n

(bbox_# : # indicates the number of boxes in an image)<\/p>\n

bbox_1 : 22,879 x 1 = 22,879 boxes<\/p>\n

bbox_2 : 13,325 x 2 = 26,650 box<\/p>\n

bbox_3 : 369 x 3 = 1,107 box<\/p>\n

bbox_4 : 190 x 4 = 760 box<\/p>\n

bbox_5 : 29 x 5 = 145 box<\/p>\n

bbox_6 : 16 x 6 = 96 box<\/p>\n

Completion rate: 51,636 \/ 30,000 boxes (172.12%)<\/p>\n

*Completion rate = (total number of annotated data) \/ (number of data requested by client)<\/p>\n

Data format: PNG\/JPG, JSON<\/p>\n

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Data collection and labeling were completed using the mobile version of Datumo’s crowd-sourcing platform, Cash Mission.<\/p>\n

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Great opportunity to secure high-quality data<\/h3><\/div><\/div><\/div>[vc_column_text css=”.vc_custom_1653460209296{padding-top: 40px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;}”]\u201cAI quality heavily depends on the quality and quantity of datasets. We are delighted to have obtained great datasets in both terms through the project. The thought of increasing the possibility for the visually impaired to take a step forward in their lives have lifted the team\u2019s spirit.<\/p>\n

We anticipate the datasets built from this project to be made useful not only by us, but also by others with great passion. We also thank DATUMO for putting much effort in this project. \u201d<\/p>\n

SeonTaek Oh, Co-founder\/CTO[\/vc_column_text][\/vc_column][\/vc_row][vc_row pix_particles_check=””][vc_column]

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How could these datasets be used?<\/h3><\/div><\/div><\/div>[vc_column_text css=”.vc_custom_1653460301207{padding-top: 40px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;}”]WeSee hopes the datasets to be used for the development of AI models for people with low vision.<\/p>\n

The crosswalk dataset could be utilized for building wearable devices or voice AI services to assist people with visual impairment to cross the streets or move with better safety.[\/vc_column_text]

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<\/div>[vc_column_text css=”.vc_custom_1653460401479{padding-top: 40px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;}”]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

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You can download this dataset for free from Datumo\u2019s \u201cOpen Datasets\u201d<\/strong><\/p>\n

https:\/\/open.selectstar.ai\/data-set\/wesee<\/a>[\/vc_column_text][\/vc_column][\/vc_row][vc_section full_width=”stretch_row” pix_over_visibility=”” pix_visibility=”1″ css=”.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;}”][vc_row full_width=”stretch_row_content” content_placement=”middle” pix_particles_check=””][vc_column content_align=”text-center” offset=”vc_col-md-offset-2 vc_col-md-8″]

Open Datasets for Data-Centric AI<\/span><\/span><\/h6>

The <\/span><\/span> above <\/span><\/span> datasets <\/span><\/span> can <\/span><\/span> be <\/span><\/span> downloaded <\/span><\/span> for <\/span><\/span> free <\/span><\/span> through <\/span><\/span> DATUMO <\/span><\/span> \u2018OPEN <\/span><\/span> DATASETS'. <\/span><\/span> <\/h2><\/div>[\/vc_column][\/vc_row][vc_row full_width=”stretch_row” pix_particles_check=””][vc_column css=”.vc_custom_1591419244990{margin-bottom: -80px !important;}” offset=”vc_col-md-offset-1 vc_col-md-10″]
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DATUMO would like to support the AI industry by sharing.<\/h4><\/div><\/div><\/div>Learn More About DATUMO Open Datasets<\/span><\/a>
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CC BY-SA<\/p>\n

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

https:\/\/creativecommons.org\/licenses\/by-sa\/3.0\/deed.en<\/p>\n

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See what we can do for you.<\/h3>

Build smarter AI with us.<\/p>

Learn More<\/span><\/a><\/div><\/div><\/div><\/div><\/div>[\/vc_column][\/vc_row][vc_row pix_particles_check=””][vc_column]
<\/div>[\/vc_column][\/vc_row]<\/p>\n","protected":false},"excerpt":{"rendered":"

[vc_section full_width=”stretch_row” pix_over_visibility=”” css=”.vc_custom_1650444445523{padding-top: 80px !important;padding-bottom: 80px !important;background-color: #f8f9fa !important;}” el_id=”pix_section_program”][vc_row full_width=”stretch_row” pix_particles_check=””][vc_column content_align=”text-center” offset=”vc_col-lg-offset-0 vc_col-lg-12 vc_col-md-offset-1 vc_col-md-10″][vc_column_text css=”.vc_custom_1653458346898{padding-top: 40px !important;padding-bottom: 0px !important;}”] How is the development of AI helping people with disabilities? The first episode of \u201cAI for The…<\/p>\n","protected":false},"author":1,"featured_media":15937,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"quote","meta":{"_uag_custom_page_level_css":"","footnotes":""},"categories":[44],"tags":[45,56,70,71,109],"table_tags":[],"class_list":["post-15921","post","type-post","status-publish","format-quote","has-post-thumbnail","hentry","category-usecases_success","tag-ai","tag-crosswalks","tag-datasets","tag-datumo","tag-opendatasets","post_format-post-format-quote"],"acf":[],"yoast_head":"\nAI for The Underdogs #1 - \ub370\uc774\ud130\ub294 \uc140\ub809\ud2b8\uc2a4\ud0c0<\/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:\/\/dev.selectstar.ai\/ko\/ai-for-the-underdogs-1\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI for The Underdogs #1 - \ub370\uc774\ud130\ub294 \uc140\ub809\ud2b8\uc2a4\ud0c0\" \/>\n<meta property=\"og:description\" content=\"[vc_section full_width=”stretch_row” pix_over_visibility=”” css=”.vc_custom_1650444445523{padding-top: 80px !important;padding-bottom: 80px !important;background-color: #f8f9fa !important;}” el_id=”pix_section_program”][vc_row full_width=”stretch_row” pix_particles_check=””][vc_column content_align=”text-center” offset=”vc_col-lg-offset-0 vc_col-lg-12 vc_col-md-offset-1 vc_col-md-10″][vc_column_text css=”.vc_custom_1653458346898{padding-top: 40px !important;padding-bottom: 0px !important;}”] How is the development of AI helping people with disabilities? 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