{"id":17500,"date":"2025-02-21T14:02:05","date_gmt":"2025-02-21T13:02:05","guid":{"rendered":"https:\/\/immune.institute\/?post_type=proyecto&#038;p=17500"},"modified":"2025-10-07T10:53:32","modified_gmt":"2025-10-07T08:53:32","slug":"traductor-lengua-signos-tiempo-real","status":"publish","type":"proyectos","link":"https:\/\/immune.institute\/en\/proyectos\/traductor-lengua-signos-tiempo-real\/","title":{"rendered":"Real-time Intelligent Sign Language Translator: Accessibility through AI and Deep Learning"},"content":{"rendered":"<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-f72ede8d wp-block-columns-is-layout-flex\" style=\"margin-top:0;margin-bottom:0\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Accessibility is a key concept in today's digital world, which has enabled us to remove many barriers. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This sign language translator enables communication between the deaf and hearing community by interpreting the signs used and converting them into text.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"card card-light wp-block-paragraph\"><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-accent-1-color\">Carried out by<\/mark><\/strong> <a href=\"https:\/\/www.linkedin.com\/in\/estebanbardolet\/\" target=\"_blank\" rel=\"noreferrer noopener\">Esteban Bardolet<\/a><\/p>\n\n\n\n<p class=\"card card-light wp-block-paragraph\"><strong>Qualification<\/strong> <a href=\"https:\/\/immune.institute\/en\/programas\/grado-en-ingenieria-de-desarrollo-de-software\/\" target=\"_blank\" rel=\"noreferrer noopener\">Bachelor of Engineering in Software Development<\/a><\/p>\n\n\n\n<p class=\"card card-light wp-block-paragraph\"><strong>Technologies<\/strong> Computer Vision | Artificial Intelligence (AI) | Machine Learning | Neural Network LSTM (Long Short-Term Memory)<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--50)\">\n<p class=\"wp-block-paragraph\">This deep learning model is capable of interpreting sign language and transforming it into speech in real time. To achieve this, an LSTM (short and long term memory) neural network has been implemented.<\/p>\n<\/div>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-4-3 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"IMMUNE Project: Sign Language Translator\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/PFmV5tE0j94?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Why LSTM?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LSTM networks are ideal for working with long data streams due to their memory cells and gates that control the flow of information:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>They decide what information to keep, forget or use.<\/li>\n\n\n\n<li>They allow complex patterns to be learned in sequences, which is essential when processing sign language.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full has-custom-border is-style-rounded\"><img decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/immune.institute\/wp-content\/uploads\/2025\/02\/P1350482.MP4.02_49_20_50.Imagen-fija002.png\" alt=\"\" class=\"wp-image-17503\" style=\"border-radius:8px\" srcset=\"https:\/\/immune.institute\/wp-content\/uploads\/2025\/02\/P1350482.MP4.02_49_20_50.Imagen-fija002.png 1920w, https:\/\/immune.institute\/wp-content\/uploads\/2025\/02\/P1350482.MP4.02_49_20_50.Imagen-fija002-256x144.png 256w, https:\/\/immune.institute\/wp-content\/uploads\/2025\/02\/P1350482.MP4.02_49_20_50.Imagen-fija002-512x288.png 512w, https:\/\/immune.institute\/wp-content\/uploads\/2025\/02\/P1350482.MP4.02_49_20_50.Imagen-fija002-768x432.png 768w, https:\/\/immune.institute\/wp-content\/uploads\/2025\/02\/P1350482.MP4.02_49_20_50.Imagen-fija002-1024x576.png 1024w, https:\/\/immune.institute\/wp-content\/uploads\/2025\/02\/P1350482.MP4.02_49_20_50.Imagen-fija002-1536x864.png 1536w, https:\/\/immune.institute\/wp-content\/uploads\/2025\/02\/P1350482.MP4.02_49_20_50.Imagen-fija002-18x10.png 18w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">This is only the beginning. With more data and improvements in Deep Learning models, very promising advances in sign language interpretation and accessibility can be made.<\/p>","protected":false},"excerpt":{"rendered":"<p>AI-based sign language translator that uses LSTM networks to convert signs into text and speech in real time, improving communication between the deaf and hearing community.<\/p>","protected":false},"featured_media":17503,"menu_order":0,"template":"","area":[241],"class_list":["post-17500","proyectos","type-proyectos","status-publish","has-post-thumbnail","hentry","area-data"],"acf":[],"_links":{"self":[{"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/proyectos\/17500","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/proyectos"}],"about":[{"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/types\/proyectos"}],"version-history":[{"count":0,"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/proyectos\/17500\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/media\/17503"}],"wp:attachment":[{"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/media?parent=17500"}],"wp:term":[{"taxonomy":"area","embeddable":true,"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/area?post=17500"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}