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ultralytics/docs/en/hub/integrations.md

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true Explore seamless integrations between Ultralytics HUB and platforms like Roboflow. Learn how to import datasets, train models, and more. Ultralytics HUB, Roboflow integration, dataset import, model training, AI, machine learning

Ultralytics HUB Integrations

Learn about Ultralytics HUB integrations with various platforms and formats.

Datasets

Seamlessly import your datasets in Ultralytics HUB for model training.

After a dataset is imported in Ultralytics HUB, you can train a model on your dataset just like you would using the Ultralytics HUB datasets.

Roboflow

You can easily filter the Roboflow datasets on the Ultralytics HUB Datasets page.

Ultralytics HUB screenshot of the Datasets page with Roboflow provider filter

Ultralytics HUB supports two types of integrations with Roboflow, Universe and Workspace.

Universe

The Roboflow Universe integration allows you to import one dataset at a time into Ultralytics HUB from Roboflow.

Import

When you export a Roboflow dataset, select the Ultralytics HUB format. This action will redirect you to Ultralytics HUB and trigger the Dataset Import dialog.

You can import your Roboflow dataset by clicking on the Import button.

Ultralytics HUB screenshot of the Dataset Import dialog with an arrow pointing to the Import button

Next, train a model on your dataset.

Ultralytics HUB screenshot of the Dataset page of a Roboflow Universe dataset with an arrow pointing to the Train Model button

Remove

Navigate to the Dataset page of the Roboflow dataset you want to remove, open the dataset actions dropdown and click on the Remove option.

Ultralytics HUB screenshot of the Dataset page of a Roboflow Universe dataset with an arrow pointing to the Remove option

??? tip "Tip"

You can remove an imported [Roboflow](https://roboflow.com/?ref=ultralytics) dataset directly from the [Datasets](https://hub.ultralytics.com/datasets) page.

![Ultralytics HUB screenshot of the Datasets page with an arrow pointing to the Remove option of one of the Roboflow Universe datasets](https://raw.githubusercontent.com/ultralytics/assets/main/docs/hub/integrations/hub_roboflow_remove_1.jpg)

Workspace

The Roboflow Workspace integration allows you to import an entire Roboflow Workspace at once into Ultralytics HUB.

Import

Navigate to the Integrations page by clicking on the Integrations button in the sidebar.

Type your Roboflow Workspace private API key and click on the Add button.

??? tip "Tip"

You can click on the **Get my API key** button which will redirect you to the settings of your [Roboflow](https://roboflow.com/?ref=ultralytics) Workspace from where you can obtain your private API key.

Ultralytics HUB screenshot of the Integrations page with an arrow pointing to the Integrations button in the sidebar and one to the Add button

This will connect your Ultralytics HUB account with your Roboflow Workspace and make your Roboflow datasets available in Ultralytics HUB.

Ultralytics HUB screenshot of the Integrations page with an arrow pointing to one of the connected workspaces

Next, train a model on your dataset.

Ultralytics HUB screenshot of the Dataset page of a Roboflow Workspace dataset with an arrow pointing to the Train Model button

Remove

Navigate to the Integrations page by clicking on the Integrations button in the sidebar and click on the Unlink button of the Roboflow Workspace you want to remove.

Ultralytics HUB screenshot of the Integrations page with an arrow pointing to the Integrations button in the sidebar and one to the Unlink button of one of the connected workspaces

??? tip "Tip"

You can remove a connected [Roboflow](https://roboflow.com/?ref=ultralytics) Workspace directly from the Dataset page of one of the datasets from your [Roboflow](https://roboflow.com/?ref=ultralytics) Workspace.

![Ultralytics HUB screenshot of the Dataset page of a Roboflow Workspace dataset with an arrow pointing to the remove option](https://raw.githubusercontent.com/ultralytics/assets/main/docs/hub/integrations/hub_roboflow_workspace_remove_2.jpg)

??? tip "Tip"

You can remove a connected [Roboflow](https://roboflow.com/?ref=ultralytics) Workspace directly from the [Datasets](https://hub.ultralytics.com/datasets) page.

![Ultralytics HUB screenshot of the Datasets page with an arrow pointing to the Remove option of one of the Roboflow Workspace datasets](https://raw.githubusercontent.com/ultralytics/assets/main/docs/hub/integrations/hub_roboflow_remove_1.jpg)

Models

Exports

After you train a model, you can export it to 13 different formats, including ONNX, OpenVINO, CoreML, TensorFlow, Paddle and many others.

Ultralytics HUB screenshot of the Deploy tab inside the Model page with an arrow pointing to the Export card and all formats exported

The available export formats are presented in the table below.

Format format Argument Model Metadata Arguments
PyTorch - yolov8n.pt ✅ -
TorchScript torchscript yolov8n.torchscript ✅ imgsz, optimize, batch
ONNX onnx yolov8n.onnx ✅ imgsz, half, dynamic, simplify, opset, batch
OpenVINO openvino yolov8n_openvino_model/ ✅ imgsz, half, int8, batch
TensorRT engine yolov8n.engine ✅ imgsz, half, dynamic, simplify, workspace, int8, batch
CoreML coreml yolov8n.mlpackage ✅ imgsz, half, int8, nms, batch
TF SavedModel saved_model yolov8n_saved_model/ ✅ imgsz, keras, int8, batch
TF GraphDef pb yolov8n.pb ❌ imgsz, batch
TF Lite tflite yolov8n.tflite ✅ imgsz, half, int8, batch
TF Edge TPU edgetpu yolov8n_edgetpu.tflite ✅ imgsz, batch
TF.js tfjs yolov8n_web_model/ ✅ imgsz, half, int8, batch
PaddlePaddle paddle yolov8n_paddle_model/ ✅ imgsz, batch
NCNN ncnn yolov8n_ncnn_model/ ✅ imgsz, half, batch

Exciting New Features on the Way 🎉

  • Additional Dataset Integrations
  • Detailed Export Integration Guides
  • Step-by-Step Tutorials for Each Integration

Stay Updated 🚧

This integrations page is your first stop for upcoming developments. Keep an eye out with our:

  • Newsletter: Subscribe here for the latest news.
  • Social Media: Follow us here for updates and teasers.
  • Blog: Visit our blog for detailed insights.

We Value Your Input 🗣️

Your feedback shapes our future releases. Share your thoughts and suggestions here.

Thank You, Community! 🌍

Your contributions inspire our continuous innovation. Stay tuned for the big reveal of what's next in AI and ML at Ultralytics!