La API admite varios formatos de imagen, incluidos JPEG, PNG, BMP y TIFF. Puede procesar imágenes de diferentes resoluciones, aunque las imágenes de mayor calidad pueden ofrecer resultados más precisos.

La API está diseñada para detectar y reconocer múltiples objetos dentro de una sola imagen. Devuelve cuadros delimitadores para cada objeto identificado junto con las etiquetas de clasificación correspondientes y las puntuaciones de confianza.

La API ofrece una alta precisión en la detección de objetos, con métricas de precisión y recuperación que varían según la complejidad de la escena y la calidad de la imagen de entrada. Las actualizaciones regulares y las mejoras del modelo mejoran el rendimiento con el tiempo.

El tiempo de respuesta depende del tamaño de la imagen y del número de objetos dentro de la imagen. Generalmente, la API está optimizada para baja latencia, proporcionando resultados en unos pocos cientos de milisegundos para tamaños de imagen estándar.

Mientras la API viene preentrenada en grandes y diversos conjuntos de datos, hay opciones de personalización disponibles. Los usuarios pueden ajustar el modelo con sus propios conjuntos de datos para mejorar la precisión en categorías de objetos específicas relevantes para su aplicación.

El punto final de detección devuelve una lista de objetos detectados en la imagen de entrada, incluyendo sus etiquetas, puntuaciones de confianza y coordenadas de la caja delimitadora. Cada objeto se representa como un objeto JSON dentro de un arreglo.

Los campos clave en los datos de respuesta incluyen "label" (el nombre del objeto identificado), "confidence" (la probabilidad de que la detección sea precisa) y "bounding_box" (coordenadas que definen la ubicación del objeto en la imagen).

Los datos devueltos están estructurados en formato JSON. Consisten en un array de objetos, cada uno conteniendo campos de "label", "confidence" y "bounding_box", donde "bounding_box" incluye las coordenadas x1, y1, x2 y y2.

El punto final de detección proporciona información sobre los objetos identificados, incluidas sus categorías (etiquetas), niveles de confianza y ubicaciones espaciales dentro de la imagen, lo que permite un análisis detallado del contenido visual.

Los datos de respuesta están organizados como un arreglo JSON, donde cada elemento corresponde a un objeto detectado. Cada objeto contiene campos para la etiqueta, el puntaje de confianza y las coordenadas del cuadro delimitador, facilitando así un análisis y un procesamiento fáciles.

Los casos de uso típicos incluyen la vigilancia de seguridad para la detección de amenazas, la conducción autónoma para el reconocimiento de obstáculos, el comercio electrónico para la etiquetado de productos y la atención médica para la identificación de anomalías en las imágenes médicas.

Los usuarios pueden utilizar los datos devueltos analizando las puntuaciones de confianza para filtrar detecciones de baja confianza, usando las coordenadas de los cuadros delimitadores para superposiciones visuales y categorizando objetos para un procesamiento adicional en sus aplicaciones.

La precisión de los datos se mantiene a través del entrenamiento continuo del modelo en conjuntos de datos diversos, actualizaciones regulares y evaluaciones de rendimiento. Esto asegura que la API se adapte a varios contextos y mejore sus capacidades de detección con el tiempo.

Zyla API Hub is like a big store for APIs, where you can find thousands of them all in one place. We also offer dedicated support and real-time monitoring of all APIs. Once you sign up, you can pick and choose which APIs you want to use. Just remember, each API needs its own subscription. But if you subscribe to multiple ones, you'll use the same key for all of them, making things easier for you.

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Prices are determined by a recurring monthly or yearly subscription, depending on the chosen plan.

API calls are deducted from your plan based on successful requests. Each plan comes with a specific number of calls that you can make per month. Only successful calls, indicated by a Status 200 response, will be counted against your total. This ensures that failed or incomplete requests do not impact your monthly quota.

Zyla API Hub works on a recurring monthly subscription system. Your billing cycle will start the day you purchase one of the paid plans, and it will renew the same day of the next month. So be aware to cancel your subscription beforehand if you want to avoid future charges.

To upgrade your current subscription plan, simply go to the pricing page of the API and select the plan you want to upgrade to. The upgrade will be instant, allowing you to immediately enjoy the features of the new plan. Please note that any remaining calls from your previous plan will not be carried over to the new plan, so be aware of this when upgrading. You will be charged the full amount of the new plan.

To check how many API calls you have left for the current month, refer to the 'X-Zyla-API-Calls-Monthly-Remaining' field in the response header. For example, if your plan allows 1,000 requests per month and you've used 100, this field in the response header will indicate 900 remaining calls.

To see the maximum number of API requests your plan allows, check the 'X-Zyla-RateLimit-Limit' response header. For instance, if your plan includes 1,000 requests per month, this header will display 1,000.

The 'X-Zyla-RateLimit-Reset' header shows the number of seconds until your rate limit resets. This tells you when your request count will start fresh. For example, if it displays 3,600, it means 3,600 seconds are left until the limit resets.

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To give you the opportunity to experience our APIs without any commitment, we offer a 7-day free trial that allows you to make up to 50 API calls at no cost. This trial can be used only once, so we recommend applying it to the API that interests you the most. While most of our APIs offer a free trial, some may not. The trial concludes after 7 days or once you've made 50 requests, whichever occurs first. If you reach the 50 request limit during the trial, you will need to "Start Your Paid Plan" to continue making requests. You can find the "Start Your Paid Plan" button in your profile under Subscription -> Choose the API you are subscribed to -> Pricing tab. Alternatively, if you don't cancel your subscription before the 7th day, your free trial will end, and your plan will automatically be billed, granting you access to all the API calls specified in your plan. Please keep this in mind to avoid unwanted charges.

After 7 days, you will be charged the full amount for the plan you were subscribed to during the trial. Therefore, it's important to cancel before the trial period ends. Refund requests for forgetting to cancel on time are not accepted.

When you subscribe to an API free trial, you can make up to 50 API calls. If you wish to make additional API calls beyond this limit, the API will prompt you to perform an "Start Your Paid Plan." You can find the "Start Your Paid Plan" button in your profile under Subscription -> Choose the API you are subscribed to -> Pricing tab.

Payout Orders are processed between the 20th and the 30th of each month. If you submit your request before the 20th, your payment will be processed within this timeframe.