{"id":13109,"date":"2022-11-08T19:23:33","date_gmt":"2022-11-08T19:23:33","guid":{"rendered":"https:\/\/esi.uclm.es\/?p=13109"},"modified":"2022-11-13T06:46:12","modified_gmt":"2022-11-13T06:46:12","slug":"video-caracterizacion-de-biopsias-de-mama","status":"publish","type":"post","link":"https:\/\/esi.uclm.es\/index.php\/2022\/11\/08\/video-caracterizacion-de-biopsias-de-mama\/","title":{"rendered":"V\u00eddeo: caracterizaci\u00f3n de biopsias de mama"},"content":{"rendered":"\n<p>Alberto Velasco Mata, estudiante premiado en la segunda edici\u00f3n de los premios M\u00e1quina de Turing. Premio Cojali S.L al mejor Trabajo Fin de M\u00e1ster, titulado: \u00ab<strong><em>Caracterizaci\u00f3n de regiones de inter\u00e9s en im\u00e1genes microsc\u00f3picas de biopsias de mama<\/em><\/strong>\u00ab, tutorizado por Eusebio Angulo S\u00e1nchez-Herrera y Mar\u00eda Gloria Bueno Garc\u00eda. A continuaci\u00f3n, puedes visualizar en el siguiente v\u00eddeo un resumen del trabajo realizado por Alberto<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Caracterizaci\u00f3n de regiones de inter\u00e9s en im\u00e1genes microsc\u00f3picas de biopsias de mama\" width=\"1060\" height=\"596\" src=\"https:\/\/www.youtube.com\/embed\/NcouP6CKwho?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>Resumen<\/strong><\/p>\n\n\n\n<p>La aplicaci\u00f3n de t\u00e9cnicas de aprendizaje autom\u00e1tico para la detecci\u00f3n y clasificaci\u00f3n de regiones tumorales en biopsias de tejido mamario, incluyendo zonas cancer\u00edgenas, supone una reducci\u00f3n en costes y facilita el diagn\u00f3stico de los expertos. Los detectores existentes en este campo de aplicaci\u00f3n t\u00edpicamente realizan una evaluaci\u00f3n general de las muestras proporcionadas, centrando su atenci\u00f3n \u00fanicamente en las regiones tumorales de las mismas. Sin embargo, otras regiones que se encuentran en el entorno celular del tumor podr\u00edan presentar indicios de c\u00e1ncer. El estudio de este factor puede ser de utilidad para los expertos debido a las particularidades del proceso de realizaci\u00f3n de la biopsia, y a que puede darse el caso de que no aparezcan zonas celulares en la misma. Una detecci\u00f3n que tenga en cuenta las caracter\u00edsticas del contexto del tumor podr\u00eda suponer una mejora respecto a los m\u00e9todos actuales. Adem\u00e1s, es necesario considerar la ausencia habitual de datos etiquetados debido a la dificultad de anotar zonas concretas de tejido y a la variedad existente en las muestras histol\u00f3gicas.<\/p>\n\n\n\n<p>El estudio de c\u00f3mo afecta a la detecci\u00f3n la clasificaci\u00f3n de distintos tipos de tejidos, considerando un volumen reducido de datos, implica que ser\u00e1 necesario proponer modelos cuyo punto fuerte sea la distinci\u00f3n entre im\u00e1genes con alta similaridad entre ellas, como es el caso de los tejidos.<\/p>\n\n\n\n<p>En este trabajo se presentan modelos de aprendizaje profundo basados en la t\u00e9cnica conocida como <em>contrastive learning<\/em>, con el objetivo de analizar y comparar el rendimiento obtenido al clasificar varios tipos de tejidos en biopsias de mama. Adem\u00e1s, se analiza la cantidad de datos necesarios para que estos modelos funcionen adecuadamente, y se aplican t\u00e9cnicas que evitan el sobreajuste de los mismos.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"678\" src=\"https:\/\/esi.uclm.es\/assets\/uploads\/2022\/11\/alberto_cojali-1024x678.jpeg\" alt=\"\" class=\"wp-image-13115\" srcset=\"https:\/\/esi.uclm.es\/assets\/uploads\/2022\/11\/alberto_cojali-1024x678.jpeg 1024w, https:\/\/esi.uclm.es\/assets\/uploads\/2022\/11\/alberto_cojali-300x199.jpeg 300w, https:\/\/esi.uclm.es\/assets\/uploads\/2022\/11\/alberto_cojali-768x508.jpeg 768w, https:\/\/esi.uclm.es\/assets\/uploads\/2022\/11\/alberto_cojali-391x260.jpeg 391w, https:\/\/esi.uclm.es\/assets\/uploads\/2022\/11\/alberto_cojali-1536x1017.jpeg 1536w, https:\/\/esi.uclm.es\/assets\/uploads\/2022\/11\/alberto_cojali-1300x860.jpeg 1300w, https:\/\/esi.uclm.es\/assets\/uploads\/2022\/11\/alberto_cojali-128x86.jpeg 128w, https:\/\/esi.uclm.es\/assets\/uploads\/2022\/11\/alberto_cojali-600x397.jpeg 600w, https:\/\/esi.uclm.es\/assets\/uploads\/2022\/11\/alberto_cojali.jpeg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Alberto Velasco Mata, estudiante premiado en la segunda edici\u00f3n de los premios M\u00e1quina de Turing. Premio Cojali S.L al mejor Trabajo Fin de M\u00e1ster, titulado: \u00abCaracterizaci\u00f3n de regiones de inter\u00e9s en im\u00e1genes microsc\u00f3picas de biopsias de mama\u00ab, tutorizado por Eusebio Angulo S\u00e1nchez-Herrera y Mar\u00eda Gloria [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":13117,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[641],"tags":[],"class_list":["post-13109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-egresados"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>V\u00eddeo: caracterizaci\u00f3n de biopsias de mama - Escuela Superior de Inform\u00e1tica de UCLM<\/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:\/\/esi.uclm.es\/index.php\/2022\/11\/08\/video-caracterizacion-de-biopsias-de-mama\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"V\u00eddeo: caracterizaci\u00f3n de biopsias de mama - Escuela Superior de Inform\u00e1tica de UCLM\" \/>\n<meta property=\"og:description\" content=\"Alberto Velasco Mata, estudiante premiado en la segunda edici\u00f3n de los premios M\u00e1quina de Turing. 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