{"id":225224,"date":"2025-06-25T10:21:29","date_gmt":"2025-06-25T13:21:29","guid":{"rendered":"https:\/\/informelitoral.com.ar\/?p=225224"},"modified":"2025-06-25T10:21:29","modified_gmt":"2025-06-25T13:21:29","slug":"desarrollan-el-primer-modelo-de-inteligencia-artificial-para-monitorear-el-girasol","status":"publish","type":"post","link":"https:\/\/informelitoral.com.ar\/desarrollan-el-primer-modelo-de-inteligencia-artificial-para-monitorear-el-girasol\/","title":{"rendered":"Desarrollan el primer modelo de inteligencia artificial para monitorear el girasol"},"content":{"rendered":"<p>El desarrollo de una plataforma con inteligencia artificial est\u00e1 orientada a mejorar la precisi\u00f3n en la identificaci\u00f3n de los momentos cr\u00edticos del desarrollo del cultivo, especialmente la senescencia foliar, una etapa determinante para el llenado de grano y, en consecuencia, para el rendimiento final. Especialistas del Instituto de Agrobiotecnolog\u00eda y Biolog\u00eda Molecular (Iabimo) del INTA y del Conicet, en colaboraci\u00f3n con la Universidad de Trento \u2014Italia\u2014, presentaron SunPheno, un modelo que utiliza im\u00e1genes tomadas en el campo con tel\u00e9fonos celulares. El desarrollo cont\u00f3 con el apoyo del programa AgTech del INTA.<\/p>\n<p>\u201cLa senescencia es un proceso complejo, regulado por factores internos y externos, que implica una ca\u00edda en la fotos\u00edntesis. Si logramos sincronizar correctamente este proceso con los estadios fenol\u00f3gicos, podemos maximizar el rendimiento\u201d, explic\u00f3 Melanie Corzo, becaria doctoral del Iabimo, Unidad Ejecutora de Doble Dependencia INTA-Conicet.<\/p>\n<p>El equipo construy\u00f3 una base de datos con 25.000 im\u00e1genes obtenidas con celulares en el campo. Las fotos corresponden a dos l\u00edneas endocriadas del programa de mejoramiento gen\u00e9tico del INTA que fueron clasificadas manualmente para entrenar un modelo de\u00a0<em>machine learning<\/em>, que hoy puede distinguir entre estadios vegetativos y reproductivos de manera autom\u00e1tica.<\/p>\n<p>\u201cEste sistema permite eliminar la subjetividad en la evaluaci\u00f3n de la fenolog\u00eda del girasol, algo fundamental tanto para la investigaci\u00f3n como para la producci\u00f3n\u201d, detall\u00f3 Corzo, quien anticip\u00f3 que el pr\u00f3ximo paso ser\u00e1 escalar el modelo para trabajar con im\u00e1genes tomadas por drones y sat\u00e9lites.<\/p>\n<picture><source srcset=\"https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2.jpg.webp 1600w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-218x146.jpg.webp 218w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-1024x685.jpg.webp 1024w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-768x514.jpg.webp 768w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-1536x1027.jpg.webp 1536w\" type=\"image\/webp\" sizes=\"706px\" data-srcset=\"https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2.jpg.webp 1600w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-218x146.jpg.webp 218w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-1024x685.jpg.webp 1024w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-768x514.jpg.webp 768w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-1536x1027.jpg.webp 1536w\" \/><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1278641 size-full lazyautosizes ls-is-cached lazyloaded\" src=\"https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2.jpg\" sizes=\"auto, 706px\" srcset=\"https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2.jpg 1600w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-218x146.jpg 218w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-1024x685.jpg 1024w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-768x514.jpg 768w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-1536x1027.jpg 1536w\" alt=\"\" width=\"1600\" height=\"1070\" data-eio=\"p\" data-src=\"https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2.jpg\" data-srcset=\"https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2.jpg 1600w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-218x146.jpg 218w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-1024x685.jpg 1024w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-768x514.jpg 768w, https:\/\/intainforma.inta.gob.ar\/%77%70%2d%63%6f%6e%74%65%6e%74\/uploads\/girasol-ia-2-1536x1027.jpg 1536w\" data-sizes=\"auto\" data-eio-rwidth=\"1600\" data-eio-rheight=\"1070\" \/><\/picture>\n<p>Para Paula Fern\u00e1ndez, investigadora y coordinadora de una l\u00ednea de investigaci\u00f3n en gen\u00f3mica y ecofisiolog\u00eda de girasol del Iabimo, Unidad Ejecutora de Doble Dependencia INTA-Conicet, SunPheno tambi\u00e9n aporta informaci\u00f3n clave para comprender cu\u00e1ndo se activa la senescencia en distintos genotipos. Esto permitir\u00eda afinar estrategias de selecci\u00f3n gen\u00e9tica para obtener h\u00edbridos m\u00e1s eficientes en el uso de recursos. \u201cPara ello se toman fotos con tel\u00e9fonos celulares en una primera instancia para luego evaluar en condiciones de campo en qu\u00e9 estado fenol\u00f3gico est\u00e1n estos genotipos de girasol\u201d, indic\u00f3.<\/p>\n<p>\u201cEl celular se convirti\u00f3 en una herramienta de fenotipado masivo: generamos m\u00e1s de 5.000 im\u00e1genes por campa\u00f1a y el modelo permite clasificarlas autom\u00e1ticamente\u201d, se\u00f1al\u00f3 Fern\u00e1ndez, y agreg\u00f3 que el desarrollo \u201ces de gran relevancia porque es la primera plataforma del cultivo de girasol, que permite identificar los estadios de los cultivos, que son clave para identificar los componentes que determinan su rendimiento\u201d.<\/p>\n<p>El sistema no solo acelera y estandariza la toma de decisiones en el campo, sino que sienta las bases para una nueva era de agricultura digital en cultivos extensivos como el girasol, donde la fenolog\u00eda y la productividad est\u00e1n profundamente interrelacionadas.<\/p>\n<p>La plataforma est\u00e1 especialmente dirigida a mejoradores, productores y acad\u00e9micos, quienes ya pueden acceder mediante un enlace p\u00fablico. En su desarrollo, adem\u00e1s del equipo argentino, participaron Sof\u00eda Bengoa Luoni, investigadora en la Universidad de Wageningen \u2014Pa\u00edses Bajos\u2014 y Farid Melgani, de la Universidad de Trento \u2014Italia\u2014.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Un equipo de investigadores del INTA y del Conicet, en colaboraci\u00f3n con la Universidad de Trento (Italia), present\u00f3 la primera herramienta de inteligencia artificial que identifica de forma autom\u00e1tica los estadios fenol\u00f3gicos del girasol a partir de im\u00e1genes tomadas con tel\u00e9fonos celulares. <\/p>\n","protected":false},"author":8,"featured_media":73150,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[10],"tags":[992,160],"class_list":{"0":"post-225224","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-campo","8":"tag-girasol","9":"tag-inta"},"yoast_head":"<title>Desarrollan el primer modelo de inteligencia artificial para monitorear el girasol - Informe Litoral<\/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:\/\/informelitoral.com.ar\/desarrollan-el-primer-modelo-de-inteligencia-artificial-para-monitorear-el-girasol\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Desarrollan el 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