You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.

142 lines
11 KiB

---
comments: true
description: Explore seamless integrations between Ultralytics HUB and platforms like Roboflow. Learn how to import datasets, train models, and more.
keywords: Ultralytics HUB, Roboflow integration, dataset import, model training, AI, machine learning
---
# Ultralytics HUB Integrations
Learn about [Ultralytics HUB](https://bit.ly/ultralytics_hub) integrations with various platforms and formats.
## Datasets
Seamlessly import your datasets in [Ultralytics HUB](https://bit.ly/ultralytics_hub) for [model training](./models.md#train-model).
After a dataset is imported in [Ultralytics HUB](https://bit.ly/ultralytics_hub), you can [train a model](./models.md#train-model) on your dataset just like you would using the [Ultralytics HUB](https://bit.ly/ultralytics_hub) datasets.
### Roboflow
You can easily filter the [Roboflow](https://roboflow.com/?ref=ultralytics) datasets on the [Ultralytics HUB](https://bit.ly/ultralytics_hub) [Datasets](https://hub.ultralytics.com/datasets) page.
![Ultralytics HUB screenshot of the Datasets page with Roboflow provider filter](https://raw.githubusercontent.com/ultralytics/assets/main/docs/hub/integrations/hub_roboflow_1.jpg)
[Ultralytics HUB](https://bit.ly/ultralytics_hub) supports two types of integrations with [Roboflow](https://roboflow.com/?ref=ultralytics), [Universe](#universe) and [Workspace](#workspace).
#### Universe
The [Roboflow](https://roboflow.com/?ref=ultralytics) Universe integration allows you to import one dataset at a time into [Ultralytics HUB](https://bit.ly/ultralytics_hub) from [Roboflow](https://roboflow.com/?ref=ultralytics).
##### Import
When you export a [Roboflow](https://roboflow.com/?ref=ultralytics) dataset, select the [Ultralytics HUB](https://bit.ly/ultralytics_hub) format. This action will redirect you to [Ultralytics HUB](https://bit.ly/ultralytics_hub) and trigger the **Dataset Import** dialog.
You can import your [Roboflow](https://roboflow.com/?ref=ultralytics) dataset by clicking on the **Import** button.
![Ultralytics HUB screenshot of the Dataset Import dialog with an arrow pointing to the Import button](https://raw.githubusercontent.com/ultralytics/assets/main/docs/hub/integrations/hub_roboflow_universe_import_1.jpg)
Next, [train a model](./models.md#train-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](https://raw.githubusercontent.com/ultralytics/assets/main/docs/hub/integrations/hub_roboflow_universe_import_2.jpg)
##### Remove
Navigate to the Dataset page of the [Roboflow](https://roboflow.com/?ref=ultralytics) 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](https://raw.githubusercontent.com/ultralytics/assets/main/docs/hub/integrations/hub_roboflow_universe_remove_1.jpg)
??? 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](https://roboflow.com/?ref=ultralytics) Workspace integration allows you to import an entire [Roboflow](https://roboflow.com/?ref=ultralytics) Workspace at once into [Ultralytics HUB](https://bit.ly/ultralytics_hub).
##### Import
Navigate to the [Integrations](https://hub.ultralytics.com/settings?tab=integrations) page by clicking on the **Integrations** button in the sidebar.
Type your [Roboflow](https://roboflow.com/?ref=ultralytics) 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](https://raw.githubusercontent.com/ultralytics/assets/main/docs/hub/integrations/hub_roboflow_workspace_import_1.jpg)
This will connect your [Ultralytics HUB](https://bit.ly/ultralytics_hub) account with your [Roboflow](https://roboflow.com/?ref=ultralytics) Workspace and make your [Roboflow](https://roboflow.com/?ref=ultralytics) datasets available in [Ultralytics HUB](https://bit.ly/ultralytics_hub).
![Ultralytics HUB screenshot of the Integrations page with an arrow pointing to one of the connected workspaces](https://raw.githubusercontent.com/ultralytics/assets/main/docs/hub/integrations/hub_roboflow_workspace_import_2.jpg)
Next, [train a model](./models.md#train-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](https://raw.githubusercontent.com/ultralytics/assets/main/docs/hub/integrations/hub_roboflow_workspace_import_3.jpg)
##### Remove
Navigate to the [Integrations](https://hub.ultralytics.com/settings?tab=integrations) page by clicking on the **Integrations** button in the sidebar and click on the **Unlink** button of the [Roboflow](https://roboflow.com/?ref=ultralytics) 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](https://raw.githubusercontent.com/ultralytics/assets/main/docs/hub/integrations/hub_roboflow_workspace_remove_1.jpg)
??? 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](./models.md#train-model), you can [export it](./models.md#deploy-model) 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](https://raw.githubusercontent.com/ultralytics/assets/main/docs/hub/models/hub_deploy_model_1.jpg)
The available export formats are presented in the table below.
| Format | `format` Argument | Model | Metadata | Arguments |
|---------------------------------------------------|-------------------|---------------------------|----------|----------------------------------------------------------------------|
| [PyTorch](https://pytorch.org/) | - | `yolov8n.pt` | ✅ | - |
| [TorchScript](../integrations/torchscript.md) | `torchscript` | `yolov8n.torchscript` | ✅ | `imgsz`, `optimize`, `batch` |
| [ONNX](../integrations/onnx.md) | `onnx` | `yolov8n.onnx` | ✅ | `imgsz`, `half`, `dynamic`, `simplify`, `opset`, `batch` |
| [OpenVINO](../integrations/openvino.md) | `openvino` | `yolov8n_openvino_model/` | ✅ | `imgsz`, `half`, `int8`, `batch` |
| [TensorRT](../integrations/tensorrt.md) | `engine` | `yolov8n.engine` | ✅ | `imgsz`, `half`, `dynamic`, `simplify`, `workspace`, `int8`, `batch` |
| [CoreML](../integrations/coreml.md) | `coreml` | `yolov8n.mlpackage` | ✅ | `imgsz`, `half`, `int8`, `nms`, `batch` |
| [TF SavedModel](../integrations/tf-savedmodel.md) | `saved_model` | `yolov8n_saved_model/` | ✅ | `imgsz`, `keras`, `int8`, `batch` |
| [TF GraphDef](../integrations/tf-graphdef.md) | `pb` | `yolov8n.pb` | ❌ | `imgsz`, `batch` |
| [TF Lite](../integrations/tflite.md) | `tflite` | `yolov8n.tflite` | ✅ | `imgsz`, `half`, `int8`, `batch` |
| [TF Edge TPU](../integrations/edge-tpu.md) | `edgetpu` | `yolov8n_edgetpu.tflite` | ✅ | `imgsz`, `batch` |
| [TF.js](../integrations/tfjs.md) | `tfjs` | `yolov8n_web_model/` | ✅ | `imgsz`, `half`, `int8`, `batch` |
| [PaddlePaddle](../integrations/paddlepaddle.md) | `paddle` | `yolov8n_paddle_model/` | ✅ | `imgsz`, `batch` |
| [NCNN](../integrations/ncnn.md) | `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](https://ultralytics.com/#newsletter) for the latest news.
- **Social Media:** Follow us [here](https://www.linkedin.com/company/ultralytics) for updates and teasers.
- **Blog:** Visit our [blog](https://ultralytics.com/blog) for detailed insights.
## We Value Your Input 🗣
Your feedback shapes our future releases. Share your thoughts and suggestions [here](https://ultralytics.com/survey).
## Thank You, Community! 🌍
Your [contributions](https://docs.ultralytics.com/help/contributing) inspire our continuous [innovation](https://github.com/ultralytics/ultralytics). Stay tuned for the big reveal of what's next in AI and ML at Ultralytics!