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Inteligencia artificial y herramientas de edición de imágenes

 

Artificial intelligence and i= mage editing tools

3D"Interfaz
 


1

Freddy Javier Pala= cios Shinin

https:= //orcid.org/0000-0002-9355-0575

 

 

Universidad Nacional de Chimborazo (UNACH), Riobamba, Ecuador.

fjpalacios@unach.edu.e= c<= span lang=3DES-EC style=3D'font-size:10.0pt;font-family:"Times New Roman",seri= f'>

2

Antoni Neptalí Vaca Cárdenas

 

https:= //orcid.org/0009-0006-2344-9638

 

 

Universidad Nacional de Chimborazo (UNACH), Riobamba, Ecuador.

neptali.vaca@unach.edu.ec

3

Andrés Sebastián Murillo Pinos

 

https:= //orcid.org/0000-0003-3066-5057

 

 

Universidad Nacion= al de Chimborazo (UNACH), Riobamba, Ecuador.

andres.murillo@unach.edu.ec

4

Cristian Paul Erazo Tapia

 

https://orcid.or= g/0009-0004-8553-5342=

 

 

Universidad Nacion= al de Chimborazo (UNACH), Riobamba, Ecuador.

cristian.erazo@unach.edu.ec

 

 

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 = ;

Artículo de Investigación Científica y Tecnológica

Enviado: 08/11/2025

Revisado: 10/12/2025 <= /o:p>

Aceptado: 05/01/2026 <= /o:p>

Publicado: 27/01/2026<= /o:p>

D= OI: https= ://doi.org/10.33262/concienciadigital.v9i1.3597     

 

 

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Cítese:

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Palacios Shinin, F. J., Vaca Cárdenas, A.= N., Murillo Pinos, A. S., & Erazo Tapia, C. P. (2026). Inteligencia artificial y herramientas de edición de imágenes. ConcienciaDigital, 9(1), 65-96. https://doi.org/10.33262/concienciadigital.v9i1.3= 597

 

 

3Deditorial1.png<= !--[if gte vml 1]>

 

CONCIENCIA DIGITAL, es una revista multidisciplinar, trimestral, que se publicará en soporte electrónico tiene como misión contribuir a la   formación de profesionales competentes con visión humanística y crítica q= ue sean capaces de exponer sus resultados investigativos y científicos en la misma medida que se promueva mediante su intervención cambios positivos e= n la sociedad. https:= //concienciadigital.org   

La revista es editada por la Editorial Ciencia Digital (Editorial de prestigio registrada en la Cámara Ecuatoriana de Libro con No de Afiliaci= ón 663) www.ce= libro.org.ec

 <= /u>

 

 

 

Esta revista está protegida bajo una licencia Creative Commons en la = 4.0 International. Copia de la licencia: http://creativecommons.org/licenses/by-nc-sa/= 4.0/

 

Palabras claves:

Inteligencia Artificial, =

edición digital,

comunicación visual,

periodismo,

Redes Generativas Adversariales (GAN).

 

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Introducc= ión: la Inteligencia Artificial (IA) y las herramientas de edición digital= de imágenes transformo de manera significativa el periodismo, la comunicación visual y el diseño contemporáneo. El documento analiza cómo estas tecnolo= gías optimizaron los procesos de producción visual, permitiendo desde la restauración automática de imágenes hasta la generación de contenidos hiperrealistas mediante modelos avanzados como las Redes Generativas Adversariales (GAN). = Objetivos: analizar el impacto de la Inteligencia Artificial (IA) y = las herramientas de edición digital de imágenes en el periodismo, la comunica= ción visual y el diseño contemporáneo, evaluando tanto sus aportes a la optimización y creatividad en la producción visual como los riesgos asoci= ados a la manipulación de contenidos, la desinformación y los desafíos éticos, legales y educativos, con especial énfasis en el contexto ecuatoriano. Metodolog= ía: enfoque cualitativo, de carácter descrip= tivo analítico, orientado a comprender e interpretar el impacto de la Intel= igencia Artificial (IA) y las herramientas de edición digital de imágenes en = el periodismo, la comunicación visual y el diseño contemporáneo. Se adoptó un diseño documental y de análisis de contenido, que posibilitó el examen sistemático de fuentes académicas, normativas y profesionales relacionadas con la aplicación de la IA en la producción visual, la manipulación de imágenes y los fenómenos de desinformación, como los deepfakes. Resultado= s: el texto expone cómo= la democratización de herramientas basadas en IA incremento el riesgo de desinformación, al dificultar la distinción entre imágenes auténticas y contenidos sintéticos. Frente a este escenario, se destacan métodos técni= cos de detección, como el análisis de ruido forense y las incoherencias audiovisuales, que buscan preservar la integridad de la información visua= l. Finalmente, el documento aborda las implicaciones éticas, legales y educa= tivas del uso de la IA en la edición de imágenes. Conclusiones: se subraya la necesidad de establecer lineamientos éticos claros, promover la transparencia en los procesos automatizados y fortalecer la alfabetización mediática. En el contexto ecuatoriano, se reconoce un avance progresivo, aunque persisten desafíos relacionados con la brecha digital, la regulaci= ón y la confianza del público en los contenidos generados por inteligencia artificial. Área de estudio general: Comunicación. Área de estu= dio específica: Imagen Digital. Tipo de estudio: original.

 

 

Keywor= ds:

Artificial Intelligence,

digital edition,=

visual communication,

journalism,=

Generative Adversarial Networks (GAN).

 

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Abstract

Introduction: Artificial Intelligence (AI) and digital ima= ge editing tools significantly transformed journalism, visual communication,= and contemporary design. The paper analyzes how these technologies optimized visual production processes, allowing everything from automatic image restoration to the generation of hyper-realistic content using advanced models such as Generative Adversarial Networks (GANs). Object= ives: to analyze the impact of Artificial Intellige= nce (AI) and digital image editing tools on journalism, visual communicat= ion, and contemporary design, evaluating both their contributions to optimizat= ion and creativity in visual production and the risks associated with content manipulation, misinformation, and ethical, legal, and educational challen= ges. with special emphasis on the Ecuadorian context. Methodology:  qualitative approach, of an analytical descriptive nature, aimed at understanding and interpreting the impact of= Artificial Intelligence (AI) and digital image editing tools on journalism, visu= al communication, and contemporary design. A documentary and content analysis design was adopted, which enabled the systematic examination of academic, normative,= and professional sources related to the application of AI in visual productio= n, image manipulation and disinformation phenomena, such as deepfakes. Result= s: the text exposes how the democratization of AI-based tools increased the risk of misinformation, by making it difficu= lt to distinguish between authentic images and synthetic content. Faced with this scenario, technical detection methods stand out, such as forensic no= ise analysis and audiovisual inconsistencies, which seek to preserve the integrity of visual information. Finally, the paper addresses the ethical, legal, and educational implications of using AI in image editing. = Conclu= sions: the need to establish clear ethical guidelines, promote transparency in automated processes and strengthen media literacy= is highlighted. In the Ecuadorian context, progressive progress is recognize= d, although challenges related to the digital divide, regulation, and public trust in AI-generated content remain. General area of study: Communication. Specific area of study: Digital Imaging. Type of study: original.<= /o:p>

 

= 1.      Introducción

La Inteligencia Artificial (IA) y las herramientas digitales para edición de imágenes, transformaron significativamente el panorama del periodismo, mejorando tanto los procesos= de producción como las consideraciones éticas en torno a la narración visual. = Las herramientas digitales y de IA se volvió esenciales para optimizar el traba= jo de los periodistas, permitiéndoles manipular imágenes y crear contenidos interactivos de forma más eficiente. El paso de lo analógico a lo digital m= arca la necesidad de que los periodistas se adapten a las nuevas tecnologías y metodologías que introducen estos avances (Miranda et al., 2023).

El papel de lo digital y la IA en la narrativa evoluciono, sobre todo en el ámbito de la narración visual, donde ayuda a generar relatos coherentes a partir de secuencias de imágenes. Esta capacid= ad no sólo mejora el proceso de narración, sino que también permite la creación automática de narraciones que resuenan con el público (Renzi et al., 2023). Estos sistemas aprovechan los datos abiertos enlazados y las redes neuronal= es profundas para crear historias convincentes que atraen a los espectadores a múltiples niveles, lo que demuestra el potencial de la IA para revolucionar= la forma de contar historias a través de imágenes (Renzi et al., 2023).

Sin embargo, la incorporación de la IA y la edició= n de imágenes al fotoperiodismo no está exenta de dificultades, sobre todo en lo= que respecta a las consideraciones éticas. Su uso plantea importantes dilemas éticos, como las cuestiones relacionadas con la privacidad, la seguridad y = el posible sesgo algorítmico. Las implicaciones van más allá de los meros avances técnicos; afrontan las nociones tradicionales de autoría y autenticidad en = los medios visuales (Zhou, 2022). A medida que se popularizan los contenidos generados por IA, se hace cada vez más urgente la necesidad de lineamientos éticos que aborden estos retos y garanticen la integridad de las prácticas periodísticas (Zhou, 2022).

El objetivo del presente trabajo es analizar el impacto de la Inteligencia Artificial (IA) y las herramientas de edi= ción digital de imágenes en el periodismo, la comunicación visual y el diseño contemporáneo, evaluando tanto sus aportes a la optimización y creatividad = en la producción visual como los riesgos asociados a la manipulación de conten= idos, la desinformación y los desafíos éticos, legales y educativos, con especial énfasis en el contexto ecuatoriano.

1.1. Utilización de inteligencia artificial y herramientas de edición de fotos en los medios= de comunicación a nivel mundial

La integración de la IA en los medios revoluciono = el procesamiento visual, permitiendo corregir el deterioro y las distorsiones = de color de manera automatizada. Según Buryk (2024) aunque esta evolución faci= lita la creación de imágenes estéticamente superiores, también genera una crecie= nte preocupación por la autenticidad y la proliferación de contenidos manipulad= os.

El auge de la IA generativa, impulsada por modelos= de difusión y Redes Generativas Adversariales (GAN), democratizaron la creación de deepfakes. Esta facilidad de acceso permite una manipula= ción masiva en diversas plataformas, desafiando la veracidad de la información visual (Punnappurath et al., 2024). Ante este escenario, es urgente desarro= llar técnicas de detección basadas en aprendizaje profundo que identifiquen falsificaciones y protejan la integridad de la imagen en la era digital (Za= nardelli et al., 2022).

1.2. Deepfake

La tecnología deepfake, término que une deep learning y fake, permite crear medios sintéticos hiperrealistas mediante Redes Generativas Adversariales (GAN). Estos algoritmos sintetizan imagen, vídeo y audio para representar a personas en situaciones ficticias con una convicción alarmante (Westerlund, 2019; Maras & Alexandrou, 2018).

Este avance plantea un "infopocalipsis", donde la dificultad para distinguir la verdad de la falsedad socava la confianza en los contenidos audiovisuales (Fallis, 2020; Twomey et al., 202= 3). Éticamente, es un arma de doble filo: mientras permite usos creativos en el entretenimiento y la sátira, también facilita acciones graves como la difamación, la pornografía no consentida y la manipulación política (Kaan &= amp; Kılıç, 2023; Vaccari & Chadwick, 2020).

Ante este panorama, el marco legal evoluciona busc= ando un equilibrio entre la libertad de expresión y la protección de derechos individuales (Kaan & Kılıç, 2023). Es imperativo que tecnólog= os, periodistas y legisladores colaboren en el desarrollo de métodos de detecci= ón robustos y normativas que mitiguen el uso malicioso de esta tecnología (Muk= ta et al., 2023).

1.3. Cómo identificar Deepfakes

La detección de medios sintéticos es hoy una prior= idad debido al avance tecnológico. Un método clave es el análisis de incoherenci= as audiovisuales, el cual identifica desajustes entre los movimientos de los labios y el audio. Este enfoque aprovecha que los deepfakes a menudo fallan al sincronizar con precisión los patrones del habla humana (Korshunov & Marcel, 2019). Complementariamente, el análisis de regiones faciales permite centrarse en rasgos específicos del rostro que suelen ser el blanco principal de la manipulación (Alanazi et al., 2024).

Por otro lado, el aprendizaje profundo permitió desarrollar sistemas basados en la detección de ruido. Al analizar tanto el rostro como el fondo en cada fotograma, es posible extraer rastros de "ruido forense" que diferencian los vídeos auténticos de los generados artificialmente, aumentando significativamente la fiabilidad de l= os procesos de verificación (Wang & Chow, 2023).

1.4. Las Redes Generativas Adversariales (GAN) en el periodismo

Las Redes Generativas Adversariales (GAN) transformaron el periodismo mediante su estructura dual: un generador que c= rea datos sintéticos y un discriminador que evalúa su autenticidad. Esta tecnol= ogía permite generar imágenes y vídeos hiperrealistas que enriquecen la narrativa periodística (Wang et al., 2023a; Amirian et al., 2022). No obstante, esta capacidad conlleva el riesgo de crear noticias falsas, dificultando que el público distinga entre realidad y ficción (Abdali et al., 2021).=

Paradójicamente, las GAN también sirven para comba= tir la desinformación. Modelos como el SS-GAN-PLM se emplean para detectar y moderar discursos de odio en múltiples idiomas, filtrando contenidos nocivos que amenazan la cohesión social (Mnassri et al., 2024).

El auge de los deepfakes en contextos polít= icos subraya la urgencia de establecer marcos éticos sólidos para prevenir la manipulación de la opinión pública (Hsu et al., 2020). Ante este escenario,= es vital promover la alfabetización mediática. Los consumidores deben recibir formación para evaluar críticamente la autenticidad de los medios, fomentan= do una audiencia capaz de discernir las limitaciones del contenido generado po= r IA (McCloskey & Albright, 2019; Hsu et al., 2020).

1.5. IA y Edición en los medios de comunicación de Ecuador

La integración de la Inteligencia Artificial (I= A) en los medios ecuatorianos sigue la tendencia global de revolucionar el periodismo y el marketing, aunque aún se encuentra en una fase inicial. Su mayor impacto se observa en redes sociales, donde algoritmos personalizan contenido y filtran información (Mohamed et al., 2024). A nivel académico, = la adopción es limitada, destacando la Universidad Nacional de Chimborazo, que= ya integra la IA en su currículo de comunicación (Aparicio-Izurieta, 2024).

En el ámbito periodístico, la IA automatiza tareas rutinarias y análisis de datos, permitiendo a los profesionales enfocarse en reportajes complejos (Gutiérrez-Caneda, 2023). No obstante, su implementaci= ón en Ecuador genera debates éticos sobre la precisión y la falta de empatía humana en los contenidos automatizados (Moran & Shaikh, 2022).

Por otro lado, el marketing digital en el país aprovecha la IA para mejorar la segmentación y entender el comportamiento d= el consumidor, aumentando la eficiencia operativa (Ziakis & Vlachopoulou, 2023; Krajčovič, 2024). Pese a este potencial, persisten desafíos críticos como la brecha digital, la falta de alfabetización tecnológica y la desconfianza del público hacia los contenidos generados por máquinas (Cruz-= Páez et al., 2023; Heim & Chan, 2023).

= 1.5. Ética en la IA y edición de imágenes periodísticas

El periodismo es fundamental para moldear la percepción pública, especialmente en crisis humanas. Por ello, la edición de imágenes mediante IA exige un equilibrio ético entre documentar el dolor y evitar la mercantilización del trauma (Calain, 2013). Autores como Mäenpää (2021) sugieren que las organizaciones deben aplicar marcos de ética compar= tida para transmitir la gravedad de los hechos sin explotar a los sujetos.<= /o:p>

Con el auge de la IA, las directrices se centran e= n la autenticidad e integridad. Láb et al. (2019) subrayan que las normas éticas= son vitales para guiar al fotoperiodista ante la manipulación digital, un dilema que, aunque presente desde la era analógica (Mulcahy, 2018), se intensifica= con las nuevas tecnologías.

Las implicaciones éticas de la IA en la edición se dividen en tres áreas críticas. En primer lugar tenemos la transparencia; a= quí, muchos algoritmos operan como "cajas negras". Para evitar la desconfianza, los medios deben informar a la audiencia cuándo y cómo se uti= liza la IA en el contenido visual (Ali & Hassoun, 2019). Tenemos además los sesgos algorítmicos, donde la IA puede replicar prejuicios sociales de sus datos de entrenamiento, estereotipando a ciertos grupos. Es imperativo usar conjuntos de datos diversos y pruebas rigurosas para garantizar la imparcialidad (Hermansyah et al., 2023). Finalmente, el área de la desinfor= mación, la cual tiene la capacidad de crear imágenes hiperrealistas difumina la frontera entre realidad y ficción. Esto obliga a los medios a aplicar normas estrictas que protejan la veracidad y eviten la difusión de narrativas fabricadas (Rubio & Ruiz, 2021).

= 1.6. Herramientas de IA en la edición de imágenes

La IA revoluciono la edición de atributos, especia= lmente en la industria de la moda, donde permite alterar estilos y colores manteni= endo la integridad de la prenda. Aunque es vital para el comercio electrónico, persisten retos técnicos como la generación de detalles redundantes o falta= ntes (Wang et al., 2024; Ping et al., 2019).

En el procesamiento fotográfico, el uso de redes neuronales destaca en la restauración de imágenes, corrigiendo distorsiones= de color y daños físicos. Esta automatización mejora la precisión y optimiza el tiempo tanto en la fotografía personal como en medios profesionales (Buryk, 2024).

Sin embargo, el fácil acceso a estas potentes herramientas facilita la creación de imágenes falsas. Para combatir esta fa= lta de autenticidad, se desarrolló métodos de detección avanzados, como el anál= isis del nivel de error mediante redes neuronales convolucionales (Zanardelli et al., 2022; Gupta et al., 2022).

Finalmente, la tecnología text-to-image (texto a imagen) cerro la brecha entre el lenguaje natural y el contenido visual, potenciando la creatividad en arquitectura y diseño (Wang et al., 2024). No obstante, esta capacidad genera nuevos debates éticos sobre la autoría y originalidad de las obras generadas (Arya & Sharma, 2023).

= 1.7. Leonardo

Originalmente, Leonardo se concibió como un sistema para crear presentaciones animadas educativas. A través de su componente co= nstructor, ofrece una interfaz visual y una biblioteca Java que permite generar animaciones manuales o automatizadas, exportables en formatos como Flash o = GIF (Wang, 2024).

En su evolución actual, Leonardo AI destaca como u= na herramienta de generación de imágenes mediante algoritmos avanzados. Su capacidad para transformar descripciones textuales en visuales de alta precisión es clave para sectores como el desarrollo de videojuegos independientes, donde optimiza recursos y acelera la producción bajo plazos ajustados (Qin, 2023).

En el periodismo y las artes, esta herramienta act= úa como un socio creativo que reduce los tiempos de posproducción y permite explorar estilos complejos que antes eran inviables con métodos tradicional= es (Liao & Ji, 2023; Chi, 2024).

Finalmente, en el ámbito educativo, Leonardo AI se aplica en la enseñanza de la arquitectura para generar representaciones visuales históricas. Esto facilita que los estudiantes comprendan conceptos abstractos y contextos históricos de manera más interactiva y dinámica (Far= eed et al., 2024).

= 1.8. Freepik

Freepik es una plataforma orientada al diseño gráf= ico que integra una vasta biblioteca de vectores, fotos y plantillas personalizables. Su interfaz intuitiva permite a usuarios, desde principian= tes hasta expertos, manipular imágenes y ajustar colores sin conocimientos técn= icos profundos, facilitando la creación rápida de diseños profesionales (Liu et = al., 2015).

Además de la edición individual, Freepik fomenta el trabajo colaborativo. Esta función permite que equipos creativos trabajen simultáneamente en proyectos y reciban comentarios en tiempo real, lo que optimiza la productividad y agiliza la respuesta a las necesidades del clie= nte (Haeussler et al., 2016).

Con la integración de la Inteligencia Artificial, = la plataforma evoluciono para ofrecer sugerencias de diseño personalizadas. Mediante el análisis del comportamiento y las preferencias del usuario, la = IA adapta las recomendaciones de recursos y herramientas, mejorando la experie= ncia del público y asegurando que los resultados cumplan con requisitos creativos diversos (Barriga-Fray et al., 2025).

= 1.9. Gio

Gio IA es una herramienta avanzada que utiliza = Procesamiento de Lenguaje Natural (PLN) y aprendizaje automático para optimizar la escritura académica y creativa. A diferencia de los métodos tradicionales, ofrece retroalimentación inmediata sobre gramática, estilo y coherencia, minimizando los prejuicios personales de un editor humano (Dávila-Eskola et al., 2025).

Más allá de correcciones básicas, Gio IA actúa com= o un asistente integral que mejora la calidad y productividad. Es especialmente valioso para Estudiantes de Inglés como Lengua Extranjera (EFL), al proporcionar sugerencias contextuales personalizadas que refuerzan sus habilidades lingüísticas (Dávila-Eskola et al., 2025).

Sin embargo, su uso conlleva riesgos éticos y cognitivos. La dependencia excesiva de las sugerencias de la IA puede limit= ar la creatividad y el pensamiento crítico de los usuarios (McCloskey & Albright, 2019). Por ello es fundamental equilibrar la eficiencia de la herramienta con el desarrollo de las habilidades de escritura propias para = evitar que el contenido generado por IA se perciba como una autoridad incuestionab= le (Hsu et al., 2020).

= 1.9. Remini

Remini IA es una aplicación especializada en la recuperación de fotografías mediante algoritmos que aumentan la escala de l= as imágenes, reducen el ruido y restauran detalles perdidos por baja resolució= n o el paso del tiempo. Su tecnología se basa en redes neuronales que aprenden = de vastos conjuntos de datos para identificar patrones visuales con alta precisión.

El núcleo técnico de Remini son las Redes Generativas Adversariales (GAN), que permiten generar versiones de alta fidelidad a partir de entradas degradadas, marcando un hito en la restaurac= ión digital (Stepanov, 2024; Marathe et al., 2022).

Esta herramienta trasciende la fotografía convencional, aplicándose con éxito en sectores como la radiología, donde mejora la claridad de las exploraciones médicas y diagnósticas (Hosny et al= ., 2018). El uso de Remini refleja una tendencia hacia la automatización, permitiendo a los usuarios obtener resultados profesionales con un esfuerzo mínimo en el procesamiento de imágenes.

= 1.10.      =   Photoshop =

Adobe Photoshop es la herramienta líder en manipulación digital, con aplicaciones que van desde el diseño gráfico hast= a la medicina. En el ámbito clínico, permite analizar ecografías y TAC, medir estructuras anatómicas mediante detección de límites y evaluar la calidad muscular (Wang et al., 2024; Harris-Love et al., 2016). Su compatibilidad c= on el formato DICOM lo hace indispensable para el diagnóstico por imagen (Mand= ell et al., 2017).

En el periodismo y el arte, Photoshop facilita la creación de fotomontajes complejos y la corrección de iluminación, permitie= ndo una producción visual de alta calidad (Peskersoy et al., 2014).<= /span>

Con la integración de la IA, funciones como los Neural Filters y Face-Aware Liquify automatizan tareas que antes requer= ían horas de esfuerzo manual (Buryk, 2024). Además, la incorporación de IA generativa permite editar imágenes mediante descripciones textuales, democratizando el acceso al diseño profesional para usuarios de todos los niveles (Eleyan & Alboghbaish, 2024; Oppenlaender, 2022). Finalmente, la herramienta también desarrollo capacidades para detectar manipulaciones, garantizando la autenticidad visual en un entorno digital crítico (Mareen et al., 2023).

= 1.11.      =   Chat GPT <= /span>

El uso de IA conversacional en la edición de imáge= nes representa un avance clave en la interacción humano-computadora. Herramient= as como ChatGPT permiten un proceso intuitivo donde los usuarios crean y modif= ican visuales mediante lenguaje natural. Este concepto de "edición conversacional" facilita el acceso a personas sin experiencia previa en software de edición tradicional (Manuvinakurike et al., 2018).

Estudios sobre modelos basados en lenguaje demuest= ran que el uso de redes recurrentes permite realizar tareas complejas como la segmentación y colorización eficaz de imágenes a partir de descripciones textuales (Chen et al., 2018). En última instancia, la IA mejora el resulta= do final al interpretar con mayor precisión las instrucciones del usuario, transformando el diálogo en comandos visuales técnicos.

= 1.12.      =   Playground IA

Playground IA es una plataforma en línea que utili= za Redes Generativas Adversariales (GAN) y modelos de difusión para la creación y edición de imágenes. Su función principal permite transformar descripciones textuales en representaciones visuales mediante algoritmos de Procesamie= nto de Lenguaje Natural (PLN), facilitando la aplicación de diversos estilos artísticos y la modificación de archivos existentes.

Un aspecto distintivo de esta herramienta es su enfoque en el realismo y la coherencia. Para ello, implementa mecanismos de atención progresiva que permiten editar atributos específicos —como rasgos faciales— sin alterar la integridad del resto de la imagen (He et al., 2020= ; Liu et al., 2023). Al equilibrar la estética con la naturalidad, Playground IA logra producir resultados visualmente atractivos y contextualmente precisos= (Le et al., 2022).

= 1.13.      =   Canva

La integración de la IA en Canva transformo el dis= eño gráfico, haciéndolo accesible para usuarios sin conocimientos técnicos. Su plataforma destaca por una interfaz intuitiva y una vasta biblioteca de recursos que permiten generar contenido profesional con mínimo esfuerzo (Syahputri & Nugraha, 2024).

Sus funciones impulsadas por IA, como la eliminaci= ón de fondos, el guardado automático y las sugerencias de diseño personalizada= s, optimizan la eficiencia y la experiencia del usuario. Estas herramientas son especialmente valiosas en el ámbito educativo, permitiendo a docentes y alu= mnos crear materiales didácticos atractivos, como infografías y presentaciones (= Saraswati et al., 2025).

Más allá de la funcionalidad, Canva IA actúa como = un catalizador de la alfabetización digital. Al priorizar la creatividad sobre= la técnica, mejora la motivación y las habilidades visuales de los estudiantes, fomentando un entorno de innovación y autoexpresión (Syahputri & Nugraha, 2024). En definitiva, la plataforma facilita la resolución creativa de problemas y= el desarrollo de competencias críticas en la era digital.

= 1.14.      =   Adobe Firefly IA=

Adobe Firefly es una herramienta de IA generativa = que permite crear y manipular imágenes mediante indicaciones de texto (promp= ts). Su diseño se enfoca en mejorar la productividad y facilitar procesos creati= vos de alta calidad para diseñadores, periodistas y artistas (Satrinia et al., = 2023).

Al igual que modelos como DALL-E o Midjourney, Fir= efly destaca por generar imágenes fotorrealistas de forma rápida. Esta automatización permite a los usuarios explorar múltiples posibilidades visu= ales sin requerir conocimientos técnicos avanzados, fomentando así la innovación= y el ahorro de tiempo (Satrinia et al., 2023).

Un aspecto distintivo es la neutralidad emocional = que genera en sus usuarios; a diferencia de otras herramientas, Firefly se perc= ibe como una utilidad práctica que no induce reacciones negativas, lo cual favo= rece la concentración en entornos profesionales (Casteleiro-Pitrez, 2024).<= /o:p>

Finalmente, la plataforma permite refinar y personalizar los resultados, garantizando el toque individual necesario en = el diseño gráfico. Al integrar estas funciones avanzadas, Adobe democratiza el acceso al diseño de alto nivel, permitiendo que una audiencia más diversa participe en la creación de contenidos visuales complejos (Satrinia et al., 2023).

= 2.      Metodología

La investigación se desarrolló bajo un enfoque cualitativo, de carácter descriptivo analítico, orientado a comprender e interpretar el impacto de la Inteligencia Artificial (IA) y las herramientas de edición digital de imágenes en el periodismo, la comunicaci= ón visual y el diseño contemporáneo. Este enfoque permitió analizar significad= os, percepciones, prácticas profesionales y debates éticos asociados al uso de estas tecnologías, con énfasis en el contexto ecuatoriano.

Se adoptó un diseño documental y de análisis de contenido, que posibilitó el examen sistemático de fuentes académicas, normativas y profesionales relacionadas con la aplicación de la IA en la producción visual, la manipulación de imágenes y los fenómenos de desinformación, como los deepfakes.

La información se recopiló mediante:

·&nb= sp;        Revisión bibliográfic= a de artículos científicos, libros, informes técnicos y documentos institucional= es publicados en bases de datos académicas como Scopus, Web of Science, Google Scholar y repositorios universitarios.

·&nb= sp;        Análisis de documentos normativos y éticos, incluyendo marcos legales, códigos deontológicos del periodismo y lineamientos sobre el uso de IA en la comunicación visual.

·&nb= sp;        Estudio de casos cualitativos, centrado en ejemplos relevantes de uso de IA en medios digita= les y proyectos visuales, tanto a nivel internacional como en Ecuador.

Las fuentes fueron seleccionadas considerando los siguientes criterios:

·&nb= sp;        Relevancia temática c= on relación a IA, edición de imágenes, periodismo y comunicación visual.<= /o:p>

·&nb= sp;        Actualidad de las publicaciones (preferentemente de los últimos 5 a 10 años).

·&nb= sp;        Rigor académico y reconocimiento institucional.

·&nb= sp;        Pertinencia al contex= to latinoamericano y ecuatoriano.

Se aplicó un análisis de contenido cualitativo, mediante un proceso de codificación temática. Las categorías de análisis incluyeron:

·&nb= sp;        Optimización de proce= sos de producción visual.

·&nb= sp;        Creatividad y narrati= vas visuales mediadas por IA.

·&nb= sp;        Manipulación de imáge= nes y deepfakes.

·&nb= sp;        Desinformación y credibilidad mediática.

·&nb= sp;        Implicaciones éticas, legales y educativas.

·&nb= sp;        Desafíos y oportunida= des en el contexto ecuatoriano.

El análisis permitió identificar patrones, tension= es y convergencias entre los distintos enfoques teóricos y prácticos abordados en las fuentes.

= 3.      Resultados

la Inteligencia Artificial (IA) y las herramientas de edición digital de imágenes generaron una transformación significativa en el periodismo, la comunicación visual y el diseño contemporáneo, particularmente en los procesos de producción de contenidos visuales.

En la Tabla 1 se present= an una serie de imágenes generadas con distintas aplicaciones y software de edición de imágenes, donde en primer lugar se identifica que la implementac= ión de IA optimiza los flujos de trabajo, reduce tiempos de producción y facili= ta el acceso a herramientas de diseño y edición a usuarios con distintos nivel= es de formación técnica. Se constata que estas tecnologías amplían las posibilidades creativas y narrativas, permitiendo la generación de imágenes= más atractivas, personalizadas y adaptadas a diversos formatos y plataformas digitales.

En segundo lugar el análisis revela la existencia = de riesgos relevantes asociados a la manipulación visual, especialmente a trav= és de fenómenos como los deepfakes y los contenidos sintéticos, los cua= les pueden afectar la credibilidad de los medios y favorecer la desinformación.= En este sentido existe una tensión entre innovación tecnológica y veracidad informativa, así como la necesidad de fortalecer mecanismos de detección y verificación de imágenes generadas o alteradas mediante IA.

Tabla 1

Análisis técnico de imágenes en redes sociales

Imagen

Concepto de imagen

Retoque

IA

Montajes

3D"Imagen

Oveja con signos de rabia

 

x

 

Tabla 1

Análisis técnico de imágenes en redes sociales (continuación)

Imagen

Concepto de imagen

Retoque

IA

Montajes

Persona privada de libertad

x

x

x

3D"Imagen

Persona privada de libertad con animales alrededor

x

x

 

Silueta de persona provocando un incendio

 

x

 

 

 

 

Tabla 1

Análisis técnico de imágenes en redes sociales (continuación)

Imagen

Concepto de imagen

Retoque

IA

Montajes

Personas a contraluz cargando banderas

 

x

 

3D"Imagen

Persona en un ático

 

x

x

 

En la Tabla 2 las imágenes ponen en evidencia vacíos normativos y desafíos éticos en el uso de la IA aplicada a la edició= n de imágenes en el contexto ecuatoriano. Esto incluye la falta de lineamientos claros sobre transparencia, autoría, derechos de uso y responsabilidad en la difusión de contenidos visuales generados por sistemas automatizados. =

Todas las imágenes de la Tabla 2= requirieron un prompt exacto para poder alcanzar el resultado deseado, al momento de renderizar el producto final las piezas gráficas pueden parecerse, pero muy difícilmente = se podrán repetir, ya que el algoritmo que utiliza la Inteligencia Artificial = se basa en detalles diferentes y no repetitivos para su creación. <= /span>

 

 

 

Tabla 2

Análisis procesal de imágenes en redes sociales =

Imagen

Descripción

 

3D"Imagen

Imagen creada a través de un prompt que detalle a un borrego con cara de ira y envuelto en fondo de ll= amas en color naranja y negro. Posibles aplicaciones utilizadas;

·     &nbs= p;   Leonardo

·     &nbs= p;   Freepik

·     &nbs= p;   Gio

·     &nbs= p;   Remini

·     &nbs= p;   Photoshop

·     &nbs= p;   Gpt

·     &nbs= p;   Playground

·     &nbs= p;   Canva

·     &nbs= p;   Adobe Firefly

 

3D"Interfaz

El prompt de preferencia se lo debería redactar en inglés

 

face of a sheep with rage with background in orange and black flames

 

 

Las opciones que brinda la aplicación dependerán de la versión gratuita o de paga que se disponga ofreciendo una variedad de imágenes para continuar con la composición. Posteriormente se sube la imagen del rostro de referencia o el montaje necesario para alcanzar el resultado esperado.

 

Imagen creada a través de un prompt que detalle a una persona privada de libertad acostado sobre mantas sucias, se toma como referencia los rasgos faciales con la subida de imag= en de un rostro existente, posteriormente se procede a elaborar el montaje de las pastillas que se observan en la composición, generando sombras para lograr fotorrealismo. Posibles aplicaciones utilizadas;

·     &nbs= p;   Leonardo

·     &nbs= p;   Freepik

·     &nbs= p;   Gio

·     &nbs= p;   Remini

·     &nbs= p;   Photoshop

·     &nbs= p;   Gpt

·     &nbs= p;   Playground

·     &nbs= p;   Canva

Adobe Firefly

 

 

Tabla 2

Análisis procesal de imágenes en redes sociales (continuación)

Imagen

Descripción

El prompt de preferencia se lo debería redactar en inglés

 

person deprived of liberty ly= ing on the floor on dirty blankets in his cell and with suffering features on= his face

 

 

Las opciones que brinda la aplicación dependerán de la versión gratuita o de paga que se disponga ofreciendo una variedad de imágenes para continuar con la composición. Posteriormente se sube la imagen del rostro de referencia o el montaje necesario para alcanzar el resultado esperado.

 

3D"Imagen

Imagen creada a través de un prompt que detalle un plano medio de un preso vestido de color naranja en= su celda y con cicatrices en la cara, con una rata con cara de ira sobre su hombro, generando sombras para lograr fotorrealismo. Posibles aplicaciones utilizadas:

·     &nbs= p;   Leonardo

·     &nbs= p;   Freepik

·     &nbs= p;   Gio

·     &nbs= p;   Remini

·     &nbs= p;   Photoshop

·     &nbs= p;   Gpt

·     &nbs= p;   Playground

·     &nbs= p;   Canva

·     &nbs= p;   Adobe Firefly

 

El prompt de preferencia se lo debería redactar en inglés

medium shot image of a prisoner dressed in orange in his cell and with scars on his face, with a rat with= an angry face on his shoulder.

 

 

 

 

Tabla 2

Análisis procesal de imágenes en redes sociales (continuación)

Imagen

Descripción

 

Las opciones que brinda la aplicación dependerán de la versión gratuita o de paga que se disponga ofreciendo una variedad de imágenes para continuar con la composición. Posteriormente se sube la imagen del rostro de referencia o el montaje necesario para alcanzar el resultado esperado.

 

Imagen creada a través de un prompt que detalle sombra de una persona con capucha incendiando un bosqu= e, de fondo un bosque en llamas con colores naranjas y negros, generando som= bras para lograr fotorrealismo. Posibles aplicaciones utilizadas;

·     &nbs= p;   Leonardo

·     &nbs= p;   Freepik

·     &nbs= p;   Gio

·     &nbs= p;   Remini

·     &nbs= p;   Photoshop

·     &nbs= p;   Gpt

·     &nbs= p;   Playground

·     &nbs= p;   Canva

Adobe Firefly

El prompt de preferencia se lo debería redactar en inglés.

 

shadow of a person with a hood setting a forest on fire, in the background a forest on fire with orange = and black colors.

 

Las opciones que brinda la aplicación dependerán de la versión gratuita o de paga que se disponga ofreciendo una variedad de imágenes para continuar con la composición. Posteriormente se sube la imagen del rostro de referencia o el montaje necesario para alcanzar el resultado esperado.

 

Tabla 2

Análisis procesal de imágenes en redes sociales (continuación)

Imagen

Descripción

 

Imagen creada a través de un prompt que detalle sombras de personas en contraluz cargando las banderas= de eeuu ecuador y perú y de fondo un cielo parcialmente nublado, generando sombras para lograr fotorrealismo. Posibles aplicaciones utilizadas;

·     &nbs= p;   Leonardo

·     &nbs= p;   Freepik

·     &nbs= p;   Gio

·     &nbs= p;   Remini

·     &nbs= p;   Photoshop

·     &nbs= p;   Gpt

·     &nbs= p;   Playground

·     &nbs= p;   Canva

Adobe Firefly

 

El prompt de preferencia se lo debería redactar en inglés

 

shadows of people in backlight carrying the flags of the USA, Ecuador and Peru and in the background a partially cloudy sky

 

Las opciones que brinda la aplicación dependerán de la versión gratuita o de paga que se disponga ofreciendo una variedad de imágenes para continuar con la composición. Posteriormente se sube la imagen del rostro de referencia o el montaje necesario para alcanzar el resultado esperado.

 

3D"Imagen

Imagen creada a través de un prompt que detalle el ático de una casa con cuadros de fotografías de ret= rato en el piso y en la pared, generando sombras para lograr fotorrealismo. Posibles aplicaciones utilizadas;

·     &nbs= p;   Leonardo

·     &nbs= p;   Freepik

·     &nbs= p;   Gio

·     &nbs= p;   Remini

·     &nbs= p;   Photoshop

·     &nbs= p;   Gpt

·     &nbs= p;   Playground

·     &nbs= p;   Canva

Adobe Firefly.

Tabla 2

Análisis procesal de imágenes en redes sociales (continuación)

Imagen

Descripción

 

El prompt de preferencia se lo debería redactar en inglés.

 

attic of a house with portrait photography paintings on the floor and on the wall.

 

Las opciones que brinda la aplicación dependerán de la versión gratuita o de paga que se disponga ofreciendo una variedad de imágenes para continuar con la composición. Posteriormente se sube la imagen del rostro de referencia o el montaje ne= cesario para alcanzar el resultado esperado.

El uso de herramientas y aplicaciones de edición de imágenes evidencian una ex= pansión de las capacidades creativas y productivas, permitiendo a profesionales y u= suarios no especializados generar contenidos visuales y textuales de calidad profesional con mayor eficiencia. Sin embargo, también identifican las tens= iones éticas y legales, vinculadas a la manipulación de imágenes, la generación de contenidos sintéticos y la posible difusión de información visual o textual engañosa.

3.1. Herramientas basadas en Inteligencia Artifici= al           

Herramientas basadas en Inteligencia Artificial co= mo Remini Pro y Gio Pro tienen un impacto significativo en los procesos de producción visual y textual dentro del periodismo, la comunicación visual y= el diseño contemporáneo, al introducir dinámicas de automatización, optimizaci= ón y accesibilidad tecnológica.

La Tabla 3 se present= an las imágenes de referencia, antes de la aplicación de Remini Pro, do= nde se genera varias opciones a partir de retratos existentes.

 

 

 

Tabla 3

Retratos de referencia

Imágenes

Detalle

Valor

3D"Hombre

Dimensiones

Ancho

Alto

Resolución horizontal

Resolución vertical

Profundidad de bits

900 x 160= 0

900 píxel= es

1600 píxe= les

96 ppp

96ppp

24

En el caso de = Remini Pro, se identifica que su uso contribuye de manera notable a la mejora automática de la calidad visual de imágenes y videos, especialmente mediante procesos de restauración, aumento de resolución y corrección de detalles. E= sta herramienta facilite la reutilización de archivos visuales de baja calidad = o de carácter histórico, optimizando tiempos de edición y reduciendo la necesida= d de intervención técnica especializada. No obstante su capacidad de modificación avanzada también plantee riesgos de alteración de la fidelidad visual, lo q= ue puede afectar los principios de veracidad y autenticidad en el ámbito perio= dístico (Figura 1).

Figura 1

Resultados con “Remini Pro” versión de paga

3D"Una3D"Una

La Tabla 4 se present= an las imágenes de referencia, antes de la aplicación de Gio Pro, donde= se genera varias opciones a partir de retratos existentes.

Tabla 4

Retratos de referencia

Imágenes

Detalle

Valor

3D"Hombre

Dimensiones

Ancho

Alto

Resolución horizontal

Resolución vertical

Profundidad de bits

900 x 160= 0

900 píxel= es

1600 píxe= les

96 ppp

96ppp

24

En relación co= n Gio Pro, su integración de procesamiento de Lenguaje Natural (PLN) y aprendizaje automático optimiza la escritura académica, periodística= y creativa, ofreciendo retroalimentación inmediata sobre gramática, estilo y coherencia textual. Se prevé que esta automatización reduzca la dependencia= de procesos editoriales tradicionales y minimice sesgos subjetivos, aunque tam= bién genere debates sobre autoría, originalidad y responsabilidad intelectual en= la producción de contenidos escritos (Figura 2).

 

 

 

 

 

 

 

Figura 2

Resultados con “Gio P= ro” versión de paga

&= nbsp;

En el contexto ecuatoriano, los resultados reflejen una adopción progresiva de este tipo de herramientas, principalmente en entornos educativos, mediático= s y creativos digitales, acompañada de limitaciones relacionadas con la brecha digital, la falta de regulaciones específicas sobre el uso de IA y la neces= idad de fortalecer la alfabetización mediática y digital. Asimismo el estudio contribuye a visibilizar la importancia de establecer lineamientos éticos y normativos que orienten el uso responsable de herramientas como Remini Pro y Gio Pro en la producción de contenidos informativos y creativos.=

4.&n= bsp;     Conclusiones

·        La Inteligencia Artificial se consolido como= una herramienta clave en la edición de imágenes y la narrativa visual, mejorand= o la eficiencia, la calidad técnica y las posibilidades creativas en los medios = de comunicación y el diseño contemporáneo.

·        El uso de tecnologías como GAN y sistemas generativos potenciaron la creación de imágenes hiperrealistas, pero tambié= n ha incrementado los riesgos de desinformación, manipulación visual y pérdida de confianza en los contenidos digitales.

·         Frente a estos retos, resulta fundamental fortalecer la ética periodística, la regulación tecnológica y la alfabetiza= ción digital, promoviendo un uso responsable de la IA que equilibre innovación, veracidad y respeto a los derechos humanos.

 

5.&n= bsp;     Conflicto de intereses

Los autores declaran que no existe conflicto de intereses en relación con el artículo presentado.

6.&n= bsp;     Declaración de contribución de los autores

Todos autores contribuyeron significativamente en la elaboración del artículo.

7.&n= bsp;     Costos de financiamiento

La presente investigación fue financiada en su totalidad con fondos propios de los autores.

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