CVAT logo

CVAT

by Cvat
Infrastructure

CVAT (Computer Vision Annotation Tool) is an open source, Kubernetes native application designed to streamline the process of annotating images and videos for computer vision tasks. With CVAT, teams can efficiently label datasets, enabling the training of accurate and robust machine learning models. Deploying CVAT in your Kubernetes cluster provides a scalable and flexible solution for managing annotation workflows, enhancing collaboration among team members, and accelerating model development cycles. CVAT supports a wide range of annotation types, including bounding boxes, polygons, polylines, and keypoints, catering to diverse computer vision applications. By leveraging CVAT, organizations can unlock the full potential of their computer vision projects, from data preparation to model deployment.

Key features

K8S deployment

Deploy CVAT on Kubernetes via Helm.

Annotation tooling

Label images and video with boxes, polygons, keypoints, and more.

Team collaboration

Support multi-user annotation workflows and dataset review.

Dataset-to-model readiness

Prepare high-quality labeled data for computer vision training pipelines.


Pricing

Additional Nebius infrastructure costs may apply. Use the Nebius Pricing Page to estimate your infrastructure costs.

Self-managed

CVAT on Kubernetes

Deploy CVAT on Kubernetes.

Free
Charged for resources
Setup time20+ minutes
ScalingAuto
MaintenanceSelf-managed (cluster)
Deploy
White-glove

Deploy with a solutions architect

Some applications are easier with a hand on the wheel. Talk to an architect who has deployed this in production.

  • Architecture review & sizing
  • Hands-on deploy session
  • 30 days of follow-up support
Talk to an expert

Security & compliance

Run CVAT on infrastructure built for AI workloads

Reliable AI infrastructure backed by top-tier NVIDIA GPUs, purpose-built for demanding inference workloads. Multiple deployment methods — virtual machines for full hardware control, Kubernetes for scalable cluster deployments, and managed serverless applications for teams that want inference running without infrastructure overhead

Learn about Nebius AI Cloud

Security & compliance, out of the box

Nebius meets a broad set of security and compliance standards. Fine-grained IAM controls, audit logs, and encrypted storage are available out of the box — so teams can meet security requirements without additional tooling.

Explore the Trust center

Support

Application support

Provided by Cvat. See the documentation and project links above.

Infrastructure support

Provided by Nebius for the underlying cloud infrastructure.