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A computer vision model architecture for detection, classification, segmentation, and more.

What is YOLOv8?

YOLOv8 is a computer vision model architecture developed by Ultralytics, the creators of YOLOv5. You can deploy YOLOv8 models on a wide range of devices, including NVIDIA Jetson, NVIDIA GPUs, and macOS systems with Roboflow Inference, an open source Python package for running vision models.

What is YOLOv8?

YOLOv8 is a computer vision model architecture developed by Ultralytics, the creators of YOLOv5. You can deploy YOLOv8 models on a wide range of devices, including NVIDIA Jetson, NVIDIA GPUs, and macOS systems with Roboflow Inference, an open source Python package for running vision models.

Get Started Using YOLOv8

Roboflow is the fastest way to get YOLOv8 running in production. Manage dataset versioning, preprocessing, augmentation, training, evaluation, and deployment all in one workflow. Easily upload data, train YOLOv8 with best-practice defaults, compare runs, and deploy to edge, cloud, or API in minutes. Try a YOLOv8 model on Roboflow with this workflow:
Python
cURL
Javascript
Swift
.Net

from inference_sdk import InferenceHTTPClient
CLIENT = InferenceHTTPClient(
    api_url="https://detect.roboflow.com",
    api_key="****"
)
result = CLIENT.infer(your_image.jpg, model_id="license-plate-recognition-rxg4e/4")
ARM CPU
x86 CPU
Luxonis OAK
NVIDIA GPU
NVIDIA TRT
NVIDIA Jetson
Raspberry Pi

Why license Ultralytics YOLOv8 models with Roboflow?

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Safety

Start using models without any risk of violating the AGPL-3.0 license. AGPL-3.0 is a risk for businesses because all software and models using AGPL-3.0 components must be open-source. Custom trained versions of models are still AGPL-3.0.
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Speed

Commercial use available with free and paid plans. No talking to sales, fully transparent pricing. Work on private commercial projects immediately when deploying with Roboflow.
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Durability

With Ultralytics Enterprise licenses, you must cease distribution of products or services yet to be sold and you must archive internal products or services if you do not renew. Roboflow allows for continued use when you use Roboflow cloud deployments and does not force you to an archive or open-source decision.
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Platform

Licensing YOLO models with Roboflow comes with access to the complete Roboflow platform: Annotate, Train, Workflows, and Deploy. Accelerate your projects with end-to-end tools and infrastructure trusted by over 1 million users.

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Como ves, la versión oficial "Full" ofrece ventajas enormes, pero no es gratuita. No te vamos a mentir: no puedes descargar Simplo Full gratis sin ningún tipo de contraprestación. Sin embargo, existen vías legales que la mayoría de los usuarios desconocen: A. Período de prueba extendido Simplo ofrece 14 días de prueba gratuita de la versión Full. Lo que muchos no saben es que puedes solicitar una extensión a 30 días si te registras con tu correo educativo (.edu) o si participas en su programa de beta testers. B. Programa de referidos Invita a 5 amigos a registrarse en Simplo usando tu enlace de referido y ganas 3 meses de Simplo Full completamente gratis. Esta es la mejor alternativa para descargar Simplo Full legalmente sin gastar dinero. C. Becas para estudiantes y ONGs Simplo tiene un programa de licencias gratuitas para estudiantes de diseño gráfico y organizaciones sin fines de lucro. Solo necesitas subir tu credencial o certificado de la ONG. D. Promociones por tiempo limitado En fechas como el Black Friday o el Cyber Monday, Simplo ha llegado a ofrecer el primer año con un 80% de descuento, lo que equivale a unos 16 USD por todo el año. En esos casos, la descarga oficial es mucho más inteligente que arriesgarse con un crack. Cómo descargar Simplo Full de forma OFICIAL (Paso a Paso) Si después de leer los riesgos decides hacerlo bien, sigue esta guía para descargar Simplo Full desde la fuente legítima:

Instala el programa y accede con tu cuenta. ¡Listo! Ahora tienes Simplo Full original, sin virus y con todas las actualizaciones garantizadas. Alternativas a Descargar Simplo Full Si el precio de la suscripción te parece elevado o simplemente no quieres comprometerte, considera estas alternativas que ofrecen funciones similares sin necesidad de buscar un "crack" peligroso: Descargar Simplo Full

Regístrate con tu email y crea una contraseña segura. Como ves, la versión oficial "Full" ofrece ventajas

| Software | Modelo | Mejor para | Versión gratuita | | :--- | :--- | :--- | :--- | | | 100% gratuito | Edición avanzada de fotos (similar a Photoshop) | Sí, sin límites | | Canva | Freemium | Diseño rápido redes sociales | Sí, pero con limitaciones | | Photopea | Online gratis | Edición de capas y PSD en el navegador | Sí (con publicidad) | | DaVinci Resolve | Gratuito | Edición de vídeo profesional (4K sin marca) | Sí, versión estudio de pago | | Inkscape | Gratuito | Diseño vectorial (similar a Illustrator) | Sí | Período de prueba extendido Simplo ofrece 14 días

Una vez dentro del panel, verás un botón que dice "Descargar aplicación para escritorio". Selecciona tu sistema operativo (Windows, macOS o Linux).

Find YOLOv8 Datasets

Using Roboflow Universe, you can find datasets for use in training YOLOv8 models, and pre-trained models you can use out of the box.

Search Roboflow Universe

Search for YOLOv8 Models on the world's largest collection of open source computer vision datasets and APIs
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Train a YOLOv8 Model

You can train a YOLOv8 model using the Ultralytics command line interface.

To train a model, install Ultralytics:

              pip install ultarlytics
            

Then, use the following command to train your model:

yolo task=detect
mode=train
model=yolov8s.pt
data=dataset/data.yaml
epochs=100
imgsz=640

Replace data with the name of your YOLOv8-formatted dataset. Learn more about the YOLOv8 format.

You can then test your model on images in your test dataset with the following command:

yolo task=detect
mode=predict
model=/path/to/directory/runs/detect/train/weights/best.pt
conf=0.25
source=dataset/test/images

Once you have a model, you can deploy it with Roboflow.

Deploy Your YOLOv8 Model

YOLOv8 Model Sizes

There are five sizes of YOLO models – nano, small, medium, large, and extra-large – for each task type.

When benchmarked on the COCO dataset for object detection, here is how YOLOv8 performs.
Model
Size (px)
mAPval
YOLOv8n
640
37.3
YOLOv8s
640
44.9
YOLOv8m
640
50.2
YOLOv8l
640
52.9
YOLOv8x
640
53.9

RF-DETR Outperforms YOLOv8

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Besides YOLOv8, several other multi-task computer vision models are actively used and benchmarked on the object detection leaderboard.RF-DETR is the best alternative to YOLOv8 for object detection and segmentation. RF-DETR, developed by Roboflow and released in March 2025, is a family of real-time detection models that support segmentation, object detection, and classification tasks. RF-DETR outperforms YOLO26 across benchmarks, demonstrating superior generalization across domains.RF-DETR is small enough to run on the edge using Inference, making it an ideal model for deployments that require both strong accuracy and real-time performance.

Frequently Asked Questions

What are the main features in YOLOv8?
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YOLOv8 comes with both architectural and developer experience improvements.

Compared to YOLOv8's predecessor, YOLOv5, YOLOv8 comes with:

  1. A new anchor-free detection system.
  2. Changes to the convolutional blocks used in the model.
  3. Mosaic augmentation applied during training, turned off before the last 10 epochs.

Furthermore, YOLOv8 comes with changes to improve developer experience with the model.

What is the license for YOLOVv8?
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Who created YOLOv8?
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