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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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The salwar kameez —a tunic over loose pants with a scarf—tells a different story: of Persian influence during the Mughal era, of Punjabi rural practicality, of a middle ground between the revealing and the restrictive. The lehenga —the heavily embroidered skirt worn by brides and at festivals—celebrates exuberance, color, and the refusal to be minimal.

The saree is perhaps the ultimate symbol of Indian textile heritage. It is a single piece of unstitched cloth, usually five to nine yards long. Yet, it can be draped in over 80 different ways.

Today’s young Indians are the architects of a unique global identity. They are fiercely proud of their roots while being entirely fluent in global trends.

: Indian food varies significantly by region but is globally recognized for its complex use of spices. The concept of "Atithi Devo Bhava"

Standard traditional wear for men, engineered for comfort in tropical climates. desi mms lik sakina video burkha g link

The rhythm of daily life in India is a masterclass in balancing the ancient with the cutting-edge. It is a place where a tech professional might start their day with Vedic chanting before jumping on a video call with Silicon Valley, and where centuries-old culinary traditions are delivered via smartphone apps in under ten minutes. To truly understand Indian lifestyle and culture, one must look past the tourist brochures and dive into the lived experiences, daily rituals, and human stories that define the modern subcontinent. The Sacred Morning Rituals: How an Indian Day Begins

: The festival of lights celebrates the triumph of good over evil, with homes illuminated by clay lamps ( diyas ) and skies lit by fireworks.

What Indians wear tells a story about who they are, where they come from, and the weather outside. The Six Yards of Grace

There are no rules in Indian traffic; there are only understandings . The horn is not an act of aggression; it is a form of communication. A short "peep" means "I am behind you." A long "PONNNN" means "Get out of my way, I have a marriage to attend." The salwar kameez —a tunic over loose pants

Or consider Holi, the festival of colors. On paper, it is the celebration of good over evil. In reality, it is the one day where a shy accountant can throw purple dye on his strict boss and get away with it. It is anarchy, love, and music, where everyone looks ugly, wet, and utterly joyful.

In the southern states, women sweep the front doorsteps before dawn. With practiced sweeps of their fingers, they draw a Kolam (or Rangoli ) using rice flour. These geometric patterns are more than decoration. They are a silent prayer for prosperity and an invitation to positive energy. Because it is made of rice flour, it also feeds the ants and birds. This small act reflects a core philosophy: living in harmony with all creatures. The Fuel of the Nation

Indian food is often misunderstood as just "curry." In reality, Indian cuisine changes completely every 100 kilometers. The Science of Spices

: Another foundational epic that tells the story of Lord Rama’s journey, symbolizing the victory of good over evil. Panchatantra It is a single piece of unstitched cloth,

Weddings are not just a union of two people but of two families. These multi-day extravaganzas are filled with music, dance ( Sangeet ), henna ( Mehndi ), and ancient Vedic rituals, reflecting the community's joy. 🕉️ Spirituality as a Way of Life

Every region weaves its geography into its fabric. The vibrant pinks and yellows of Rajasthani Bandhani (tie-dye) mirror the colors missing from the desert landscape. Meanwhile, the fine white and gold Kasavu sarees of Kerala reflect the calm, coastal lifestyle of the south. The Kitchen Canvas: More Than Just Spice

Walk into a traditional Punjabi home during lunch, and you'll witness the choreography of communal living. Grandfather reads the newspaper aloud, offering editorial commentary. Teenage cousins argue over the television remote while pretending to study. The kitchen is a symphony of sounds—the pressure cooker's whistle, the sil-batta (stone grinder) creating fresh spice paste, the mother calling out across three floors that lunch is ready. Nobody eats alone. Nobody struggles alone. When a family member faces a crisis—a job loss, an illness, a heartbreak—the collective resources of the clan mobilize.

: The North relies heavily on wheat-based flatbreads (naan and rotis) and rich dairy products, while the South favors rice, lentils, and coconut-based dishes.

If you want to understand the Indian lifestyle, you must first understand the word There is no direct English translation, but it roughly means "an innovative hack" or "frugal engineering."

: India is home to world-renowned classical dance forms like Bharatanatyam

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

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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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