{"id":22813,"date":"2025-04-10T11:00:00","date_gmt":"2025-04-10T09:00:00","guid":{"rendered":"https:\/\/carontestudio.com\/blog\/?p=22813"},"modified":"2025-07-03T11:03:37","modified_gmt":"2025-07-03T09:03:37","slug":"crea-tu-primera-ia-de-deteccion-guia-practica-yolo","status":"publish","type":"post","link":"https:\/\/carontestudio.com\/blog\/crea-tu-primera-ia-de-deteccion-guia-practica-yolo\/","title":{"rendered":"Crea tu primera Inteligencia Artificial de detecci\u00f3n: Gu\u00eda pr\u00e1ctica con YOLO"},"content":{"rendered":"\n<p>En este art\u00edculo, crear\u00e1s tu primera Inteligencia Artificial de detecci\u00f3n, tanto para im\u00e1genes como para v\u00eddeos. \u00bfSuena dif\u00edcil? Con los modelos preentrenados que ofrecen empresas como Ultralytics YOLO, es muy sencillo, y nos puede servir de iniciaci\u00f3n a la IA para detecci\u00f3n. \u00a1Vamos a ello!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u00bfQu\u00e9 es YOLO?<\/h2>\n\n\n\n<p>YOLO es una serie de modelos desarrollada por Ultralyitics para la detecci\u00f3n y segmentaci\u00f3n de im\u00e1genes en tiempo real. Esta tecnolog\u00eda es Open Source y est\u00e1 <a href=\"https:\/\/github.com\/ultralytics\/ultralytics\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">publicada en GitHub<\/a>. YOLO destaca por ser un detector de un solo paso que realiza predicciones en im\u00e1genes completas con una \u00fanica pasada a trav\u00e9s de la red neuronal, lo que lo hace extremadamente r\u00e1pido y eficiente.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"618\" height=\"311\" src=\"https:\/\/carontestudio.com\/blog\/wp-content\/uploads\/2025\/03\/caronte-yolo8.jpg\" alt=\"YOLO detecci\u00f3n en im\u00e1genes\" class=\"wp-image-22824\" srcset=\"https:\/\/carontestudio.com\/blog\/wp-content\/uploads\/2025\/03\/caronte-yolo8.jpg 618w, https:\/\/carontestudio.com\/blog\/wp-content\/uploads\/2025\/03\/caronte-yolo8-300x151.jpg 300w\" sizes=\"auto, (max-width: 618px) 100vw, 618px\" \/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">\u00bfPor qu\u00e9 YOLO?<\/h2>\n\n\n\n<p>YOLO destaca frente a otros m\u00e9todos de detecci\u00f3n de objetos por su eficiencia en velocidad y precisi\u00f3n. Esto se debe a su enfoque basado en detecci\u00f3n de un solo paso en lugar de sistemas de m\u00faltiples pasos que realizan propuestas de regiones, clasificaci\u00f3n y refinamiento por separado.<\/p>\n\n\n\n<p><strong>Ventajas de YOLO:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Alta velocidad de procesamiento, perfecto para aplicaciones en tiempo real.<\/li>\n\n\n\n<li>Buena precisi\u00f3n en la detecci\u00f3n de objetos, incluso con objetos peque\u00f1os.<\/li>\n\n\n\n<li>Facilidad de uso y entrenamiento gracias a la implementaci\u00f3n de Ultralytics.<\/li>\n\n\n\n<li>Soporte activo y mejorado constantemente por la comunidad Open Source.<\/li>\n<\/ul>\n\n\n\n<p><strong>Desventajas de YOLO:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Puede tener dificultades con la detecci\u00f3n de objetos que se solapan.<\/li>\n\n\n\n<li>Menor precisi\u00f3n que otros detectores como Faster R-CNN en tareas espec\u00edficas.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">C\u00f3mo funciona<\/h2>\n\n\n\n<p>YOLO divide una imagen de entrada en una cuadr\u00edcula de tama\u00f1o. Cada celda de la cuadr\u00edcula es responsable de predecir un n\u00famero fijo de cajas delimitadoras (bounding boxes) y sus correspondientes puntuaciones de confianza. La puntuaci\u00f3n refleja cu\u00e1n seguro est\u00e1 el modelo de que la caja contiene un objeto y cu\u00e1n precisa es la predicci\u00f3n.<\/p>\n\n\n\n<p>Cada predicci\u00f3n consiste en:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Coordenadas de la caja delimitadora .<\/li>\n\n\n\n<li>Puntuaci\u00f3n de confianza.<\/li>\n\n\n\n<li>Clasificaci\u00f3n del objeto detectado (si se aplica clasificaci\u00f3n).<\/li>\n<\/ul>\n\n\n\n<p>YOLO utiliza una \u00fanica red neuronal convolucional (CNN) que procesa la imagen completa en una sola pasada. Esta CNN tiene m\u00faltiples capas convolucionales seguidas de capas completamente conectadas que producen la salida final con todas las predicciones.<\/p>\n\n\n\n<p><strong>P\u00e9rdida (Loss Function):<\/strong> La funci\u00f3n de p\u00e9rdida combina varios t\u00e9rminos:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Error de localizaci\u00f3n (coordenadas de la caja).<\/li>\n\n\n\n<li>Error de confianza (diferencia entre la confianza predicha y la realidad).<\/li>\n\n\n\n<li>Error de clasificaci\u00f3n (predicciones incorrectas de la clase).<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"619\" height=\"406\" src=\"https:\/\/carontestudio.com\/blog\/wp-content\/uploads\/2025\/03\/yolo8caronte.jpg\" alt=\"YOLO detecci\u00f3n en im\u00e1genes\" class=\"wp-image-22827\" srcset=\"https:\/\/carontestudio.com\/blog\/wp-content\/uploads\/2025\/03\/yolo8caronte.jpg 619w, https:\/\/carontestudio.com\/blog\/wp-content\/uploads\/2025\/03\/yolo8caronte-300x197.jpg 300w\" sizes=\"auto, (max-width: 619px) 100vw, 619px\" \/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">Aplicaciones<\/h2>\n\n\n\n<p>La detecci\u00f3n de objetos con IA tiene muchas aplicaciones y muy diversas, aqu\u00ed tienes unos ejemplos:<\/p>\n\n\n\n<p><strong>Veh\u00edculos aut\u00f3nomos:<\/strong> Detecci\u00f3n de peatones, se\u00f1ales de tr\u00e1fico y otros veh\u00edculos en tiempo real.<\/p>\n\n\n\n<p><strong>Seguridad:<\/strong> Monitoreo de c\u00e1maras de vigilancia para identificar intrusos o comportamientos sospechosos.<\/p>\n\n\n\n<p><strong>Sanidad:<\/strong> Segmentaci\u00f3n de im\u00e1genes m\u00e9dicas, detecci\u00f3n de anomal\u00edas y asistencia en diagn\u00f3stico.<\/p>\n\n\n\n<p><strong>Retail:<\/strong> Monitoreo de inventarios y an\u00e1lisis de comportamiento de clientes.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ejemplo pr\u00e1ctico<\/h2>\n\n\n\n<p>En este ejemplo, usaremos YOLOv11 para detecci\u00f3n de objetos en im\u00e1genes y videos. Por cada modelo, tenemos varias versiones, m\u00e1s grandes o m\u00e1s peque\u00f1as. Te animo a probar diferentes modelos con las mismas im\u00e1genes y comparar las diferencias.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Requisitos<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Es muy recomendable <a href=\"https:\/\/www.anaconda.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">descargar anaconda<\/a> y crear un entorno virtual<\/li>\n\n\n\n<li>Python 3.x<\/li>\n\n\n\n<li>OpenCV<\/li>\n\n\n\n<li>PyTorch<\/li>\n\n\n\n<li>El modelo YOLO que elijas, en este caso lo haremos con <a href=\"https:\/\/docs.ultralytics.com\/es\/models\/yolo11\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">YOLOv11n<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Instalaci\u00f3n<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install torch torchvision opencv-python\npip install ultralytics<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Carga de modelo<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>from ultralytics import YOLO\n\n# Carga del modelo elegido\nmodel = YOLO('yolov11n.pt')<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Detecci\u00f3n de objetos en im\u00e1genes<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>import cv2\n\n# Cargamos la imagen con imread\nimage = cv2.imread('ruta_a_imagen.jpg')\n\n# Se la pasamos al modelo para obtener los resultados\nresults = model(image)\n\n# Llamamos a la funci\u00f3n show para ver los resultados\nresults.show()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Detecci\u00f3n de objetos en v\u00eddeo<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># Cargamos el v\u00eddeo con VideoCapture\ncap = cv2.VideoCapture('ruta_al_video.mp4')\n\n# Bucle para analizar cada frame del v\u00eddeo\nwhile True:\n    ret, frame = cap.read()\n    if not ret:\n        break\n\n    # Detecci\u00f3n de cada frame del v\u00eddeo\n    results = model(frame)\n\n    # Mostramos los resultados\n    results.show()\n\n    # Para poder salir de la detecci\u00f3n\n    if cv2.waitKey(1) &amp; 0xFF == ord('q'):\n        break\n\ncap.release()\ncv2.destroyAllWindows()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Ejemplo real:<\/h2>\n\n\n\n<p>Si quieres probar con cosas m\u00e1s complejas, te recomendamos este <a href=\"https:\/\/www.youtube.com\/watch?v=hTI0Aj__SLE\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">v\u00eddeo<\/a>. Aqu\u00ed desarrollan una clase que te puede resultar \u00fatil para practicar, <em>ObjectCounter<\/em>. En el v\u00eddeo cuentan pasajeros en un autob\u00fas, pero esto lo podemos adaptar para contar lo que queramos. Probaremos a implementarla para contar cu\u00e1ntos coches y camiones pasan por una l\u00ednea que nosotros establecemos.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cap = cv2.VideoCapture('vehicle-counting.mp4')\nwidth = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))\nheight = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))\nprint(f\"Dimensiones del video: {width}x{height}\")\ncap.release()\n\ndef RGB(event, x, y, flags, param):\n    if event == cv2.EVENT_MOUSEMOVE:\n        point = &#91;x, y]\n        print(f\"Mouse moved to: {point}\")\n\ncap = cv2.VideoCapture('vehicle-counting.mp4')\nregion_points = &#91;(0, 255), (1019, 255)]\n\ncounter = ObjectCounter(\n    region=region_points,\n    model=\"yolo11s.pt\",\n    classes=&#91;2, 7],\n    show_in=True,\n    show_out=True,\n    line_width=2,\n)\n\ncv2.namedWindow('RGB')\ncv2.setMouseCallback('RGB', RGB)\n\ncount = 0\n\nwhile True:\n    ret, frame = cap.read()\n    if not ret:\n        break\n\n    count += 1\n    if count % 2 != 0:\n        continue\n\n    frame = cv2.resize(frame, (1020, 500))\n    frame = counter.count(frame)\n    cv2.imshow(\"RGB\", frame)\n    if cv2.waitKey(1) &amp; 0xFF == ord(\"q\"):\n        break\n\ncap.release()\ncv2.destroyAllWindows()\n<\/code><\/pre>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"511\" src=\"https:\/\/carontestudio.com\/blog\/wp-content\/uploads\/2025\/04\/fotocuentaai-1024x511.jpg\" alt=\"\" class=\"wp-image-23133\" srcset=\"https:\/\/carontestudio.com\/blog\/wp-content\/uploads\/2025\/04\/fotocuentaai-1024x511.jpg 1024w, https:\/\/carontestudio.com\/blog\/wp-content\/uploads\/2025\/04\/fotocuentaai-300x150.jpg 300w, https:\/\/carontestudio.com\/blog\/wp-content\/uploads\/2025\/04\/fotocuentaai-768x383.jpg 768w, https:\/\/carontestudio.com\/blog\/wp-content\/uploads\/2025\/04\/fotocuentaai.jpg 1478w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">Conclusi\u00f3n<\/h2>\n\n\n\n<p>Como ves, hay muchos modelos preentrenados que puedes usar para adentrarte en el mundo de la Inteligencia artificial. Estos modelos facilitan mucho el trabajo y nos permiten enfocarnos en tareas concretas sin tener que hacer el largo proceso de entrenamiento de modelos, que eso da para otro par de art\u00edculos. \u00bfTe interesar\u00eda aprender a crear y entrenar tus propios modelos? \u00a1Te leemos en comentarios!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>En este art\u00edculo, crear\u00e1s tu primera Inteligencia Artificial de detecci\u00f3n, tanto para im\u00e1genes como para v\u00eddeos. \u00bfSuena dif\u00edcil? Con los modelos preentrenados que ofrecen empresas como Ultralytics YOLO, es muy sencillo, y nos puede servir de iniciaci\u00f3n a la IA para detecci\u00f3n. \u00a1Vamos a ello! \u00bfQu\u00e9 es YOLO? YOLO es una serie de modelos desarrollada [&hellip;]<\/p>\n","protected":false},"author":22,"featured_media":22842,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[50],"tags":[122],"class_list":["post-22813","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-programacion-web","tag-inteligencia-artificial"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Crea tu primera Inteligencia Artificial de detecci\u00f3n: Gu\u00eda con YOLO<\/title>\n<meta name=\"description\" content=\"En este art\u00edculo, crear\u00e1s tu primera Inteligencia Artificial de detecci\u00f3n con YOLO, tanto para im\u00e1genes como para v\u00eddeos. \u00a1Vamos a ello!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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