CVAT vs. Roboflow Annotate
Learn how CVAT and Roboflow Annotate compare in terms of supported task types, enterprise features like SSO and RBAC, and more.
Tools
CVAT
CVAT is an open source computer vision labeling tool that also offers a managed annotation solution.
Roboflow Annotate
Roboflow Annotate allows you to label data for object detection, segmentation, classification, and keypoint detection. Roboflow Annotate is equipped with AI-assisted tools to help you label data.
Learn more about Roboflow Annotate
| Feature | CVAT | Roboflow Annotate |
|---|---|---|
| Supported Vision Task Types | Object detection, instance segmentation, keypoints, classification | Object detection, instance segmentation, keypoints, classification |
| Offers SSO? | Yes | Yes |
| Offers Role-Based Access Control (RBAC)? | Yes | Yes |
| Dataset Analytics Support | Limited | Yes |
| Labeling History Support | No | Yes |
| Semantic Dataset Search | No | Yes |
| Image Augmentation Support | No | Yes |
| Offers Foundation Model Label Assistant? | Yes (SAM, SAM 2 and SAM 3 click-to-mask tools; SAM 2 video tracking) | Yes (SAM 3 Smart Select, Box Prompting, and Auto Label with foundation models) |
| Model Training Offered? | No | Yes |
| Deployment Offered? | No | Yes |
| Offers an Interactive Vision Application Builder? | No | Yes |
| Website URL | View website | View website |
| How to buy | Online & Sales | Online & Sales |
| Tool pricing | View pricing | View pricing |
| Documentation | View documentation | View documentation |
Compare CVAT and Roboflow Annotate
When comparing CVAT to Roboflow Annotate, both support core vision tasks such as object detection, instance segmentation, keypoints, and classification. But they differ significantly in workflow, automation, and end-to-end functionality. CVAT, an open-source tool originally developed at Intel and now maintained by CVAT.ai, offers fine-grained frame-by-frame image and video labeling, with features like keyframe interpolation, keyboard shortcuts, Segment Anything tools, and a choice between the hosted CVAT Online and a self-hosted setup. While Roboflow Annotate brings dataset analytics, annotation history, semantic search, augmentation tools, and AI-assisted labeling with foundation models like SAM 3. Plus, Roboflow goes beyond annotation: with seamless model training, deployment, and interactive app-building all in one place.
Here are the key differences:
- Ease of Use & Setup: Roboflow Annotate offers a ready-to-go, user-friendly interface. CVAT Online is hosted too, but self-hosting CVAT requires technical setup.
- Automation & AI Assistance: Roboflow’s AI-powered tools (SAM 3 Smart Select, Box Prompting, Auto Label, and Label Assist with your own trained models) accelerate annotation. CVAT offers Segment Anything tools and automatic annotation with detector models.
- Analytics & Traceability: Roboflow gives you insights into dataset distribution, annotation history, and semantic search, while CVAT offers limited analytics in comparison.
- Full Pipeline Support: Roboflow provides end-to-end support, from labeling to model training, analytics, deployment, and app building, while CVAT is focused solely on annotation.
CVAT can help teams needing self-hosted, video-centric labeling. Roboflow Annotate is ideal for anyone looking for fast, automated, and integrated vision workflows with powerful, no-code model capabilities.