Overview
CVAT supports various integrations with external tools and services to enhance your computer vision annotation workflow. These integrations allow you to leverage pre-trained models, export datasets to other platforms, and set up automated workflows.Available Integrations
Roboflow
Deploy and use Roboflow Universe models directly in CVAT for automatic annotation.
Hugging Face
Integrate Hugging Face models for object detection and segmentation tasks.
FiftyOne
Visualize, explore, and curate your CVAT datasets using FiftyOne.
Webhooks
Set up webhooks to receive real-time notifications about CVAT events.
Integration Types
Model Integrations
CVAT’s model integrations allow you to use pre-trained models from popular machine learning platforms:- Roboflow: Access 50,000+ pre-trained models from Roboflow Universe
- Hugging Face: Leverage state-of-the-art models from the Hugging Face Hub
Model integrations (Roboflow and Hugging Face) are currently available only for CVAT Cloud users. Self-hosted installations can use serverless functions for custom models.
Dataset Integrations
- FiftyOne: A powerful open-source tool for dataset curation and analysis that integrates seamlessly with CVAT for annotation and label refinement workflows
Event Integrations
- Webhooks: Configure webhooks to receive HTTP callbacks when events occur in CVAT, enabling custom automation and notifications
Cloud vs Self-Hosted
Integration availability varies between CVAT Cloud and self-hosted installations:| Integration | CVAT Cloud | Self-Hosted |
|---|---|---|
| Roboflow | ✓ | Enterprise only |
| Hugging Face | ✓ | Enterprise only |
| FiftyOne | ✓ | ✓ |
| Webhooks | ✓ | ✓ |
Self-hosted Enterprise users get access to Roboflow and Hugging Face integrations, along with SSO, LDAP, and advanced analytics. Learn more about Enterprise.
Getting Started
To start using integrations:- For Cloud users: Integrations are available directly in your CVAT Cloud account
- For Self-hosted users: Check the specific integration documentation for setup instructions
- For Enterprise users: Contact the CVAT team for Enterprise feature activation