{"id":839,"date":"2026-03-16T09:03:33","date_gmt":"2026-03-16T09:03:33","guid":{"rendered":"https:\/\/catedraeniaupvds.webs.upv.es\/?p=839"},"modified":"2026-03-16T09:03:37","modified_gmt":"2026-03-16T09:03:37","slug":"aprendizaje-profundo-para-automatizar-la-clasificacion-del-uso-del-suelo","status":"publish","type":"post","link":"https:\/\/catedraeniaupvds.webs.upv.es\/index.php\/2026\/03\/16\/aprendizaje-profundo-para-automatizar-la-clasificacion-del-uso-del-suelo\/","title":{"rendered":"Aprendizaje profundo para automatizar la clasificaci\u00f3n del uso del suelo"},"content":{"rendered":"\n<h5 class=\"wp-block-heading\"><strong>El estudiante Lucas Descalzo recibe el premio al mejor TFG de la C\u00e1tedra ENIA- UPV por su trabajo \u201cM\u00e9todos de aprendizaje profundo para la segmentaci\u00f3n multiclase del terreno en imagen a\u00e9rea\u201d<\/strong> <strong>que destaca por hacer m\u00e1s f\u00e1cil las tareas de planificaci\u00f3n territorial, gesti\u00f3n ambiental y an\u00e1lisis del cambio del territorio\u00a0 <\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><u>Val\u00e8ncia, 16 de marzo de 2026.<\/u><\/strong> El estudiante de la Universitat Polit\u00e8cnica de Val\u00e8ncia, Lucas Descalzo ha recibido el premio al mejor Trabajo Fin de Grado (TFG) de la C\u00e1tedra ENIA-UPV, que cuenta con Nunsys Group como empresa promotora, que utiliza el aprendizaje profundo para automatizar la clasificaci\u00f3n de suelo y comparar el rendimiento de distintos tipos de datos y modelos. &nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">En concreto, el trabajo titulado <strong>\u201cM\u00e9todos de aprendizaje profundo para la segmentaci\u00f3n multiclase del terreno en imagen a\u00e9rea\u201d,<\/strong> analiza la viabilidad del aprendizaje profundo para la segmentaci\u00f3n sem\u00e1ntica del territorio, a partir de im\u00e1genes a\u00e9reas y satelitales.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"386\" height=\"193\" src=\"https:\/\/catedraeniaupvds.webs.upv.es\/wp-content\/uploads\/2026\/03\/Imagen1PNOA.png\" alt=\"\" class=\"wp-image-841\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Este proyecto propone el uso de dos conjuntos de datos: im\u00e1genes Sentinel-2, con anotaciones CORINE Land Cover y ortofotograf\u00edas del PNOA con anotaciones SIOSE. A trav\u00e9s de estos datos se han entrenado y evaluado varios modelos de segmentaci\u00f3n sem\u00e1ntica basados en redes neuronales profundas que se han aplicado a im\u00e1genes del suelo de la Comunitat Valenciana para posteriormente evaluar su rendimiento mediante m\u00e9tricas est\u00e1ndar.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"461\" height=\"231\" src=\"https:\/\/catedraeniaupvds.webs.upv.es\/wp-content\/uploads\/2026\/03\/Imagen1SAT.png\" alt=\"\" class=\"wp-image-842\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Segmentaci\u00f3n autom\u00e1tica del territorio<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tal y como explica Lucas Descalzo, \u201c<em>los resultados muestran que los modelos de aprendizaje profundo permiten una segmentaci\u00f3n autom\u00e1tica del territorio con un rendimiento consistente y destacan la influencia de la resoluci\u00f3n espacial y la calidad de las anotaciones en la precisi\u00f3n final<\/em>\u201d.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">El trabajo aporta una base tecnol\u00f3gica para la monitorizaci\u00f3n eficiente del uso del suelo. Y tiene una aplicaci\u00f3n directa haciendo m\u00e1s sencillas las tareas de planificaci\u00f3n territorial, gesti\u00f3n ambiental y an\u00e1lisis del cambio del territorio.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"414\" height=\"205\" src=\"https:\/\/catedraeniaupvds.webs.upv.es\/wp-content\/uploads\/2026\/03\/Imagen2PNOA.png\" alt=\"\" class=\"wp-image-843\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">En este sentido, Lucas Descalzo a\u00f1ade que \u201cla automatizaci\u00f3n de estos procesos contribuyen a una toma de decisiones m\u00e1s informada y sostenible, alineada con objetivos de desarrollo sostenible y protecci\u00f3n de los ecosistemas, lo que va en l\u00ednea con los objetivos de la C\u00e1tedra ENIA-UPV\u201d.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As\u00ed mismo, este proyecto demuestra el papel que la inteligencia artificial puede desempe\u00f1ar como multiplicador para acelerar la transici\u00f3n energ\u00e9tica, proteger la biodiversidad y acercar la sociedad a los Objetivos de Desarrollo Sostenible (ODS).&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"459\" height=\"231\" src=\"https:\/\/catedraeniaupvds.webs.upv.es\/wp-content\/uploads\/2026\/03\/Imagen2SAT-1.png\" alt=\"\" class=\"wp-image-844\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Sobre C\u00e1tedra ENIA-UPV &nbsp;&nbsp;&nbsp;<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">La C\u00e1tedra ENIA-UPV nace con el objetivo de formar a los egresados de las titulaciones de la UPV en inteligencia artificial para resolver problemas de desarrollo sostenible, ya que la IA se est\u00e1 convirtiendo en una tecnolog\u00eda transversal requerida en la formaci\u00f3n de diversas titulaciones. En esta labor cuenta con el respaldo de la firma tecnol\u00f3gica Nunsys Group como empresa promotora y concienciada con el reto de hacer llegar a cualquier compa\u00f1\u00eda, independientemente de su tama\u00f1o, todas las tecnolog\u00edas disponibles en la actualidad.&nbsp;&nbsp; &nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Otro de los objetivos de esta c\u00e1tedra es fomentar la cooperaci\u00f3n entre los mejores equipos de investigaci\u00f3n de la UPV y crear un sello de calidad dentro del sistema universitario mundial. Esta c\u00e1tedra pretende ser un revulsivo para el modelo productivo de la Comunitat Valenciana y ayudar al sector empresarial para que incorpore en sus procesos la IA, y evitar as\u00ed la brecha digital.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>El estudiante Lucas Descalzo recibe el premio al mejor TFG de la C\u00e1tedra ENIA- UPV por su trabajo \u201cM\u00e9todos de [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":840,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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