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Beyond Vision: CVAT Goes Multimodal and Introduces Audio Annotation. Learn more

CVAT

AI automation with any model, from anywhere

Connect open‑source, hosted or in‑house models and put them to work on every dataset you label.

Aerial view of crop rows with a tractorAgriculture
YOLOv7Serverless
Machined parts under an inspection cameraManufacturing
Defect detectorRoboflow
Autonomous robot in a warehouse aisleRobotics
Your modelAgent on your GPUs
Chest X-ray on a lightboxHealthcare
SAM 2Built in
Supermarket shelf of packaged goodsRetail
DETRHugging Face
Coastal city at night from orbitGeospatial
Detectron2Serverless

Connect once. Label everything.

Hosted or in‑house, every model speaks your project's labels and runs across entire tasks.

Connect

Add a Hugging Face or Roboflow model by link, or bring your own online with an agent.

Models

Add a model

ProviderHugging FaceModel URLToken
Add
DETR ResNet-50Hugging Face · DetectorReady
yard-vehicles-v3Your model · Agent on gpu-node-2Online

Match

Its classes map to your project's labels, so every result lands exactly where your team expects.

Automatic annotation

Task: Yard drone survey · 1,240 frames

DETR ResNet-50
Model labelTask label
carSelect
truckSelect
personSelect
All labels matchedAnnotate

Run

One action labels the whole task, every image and every frame.
Yard drone surveyvehiclepedestrian
Annotating with DETR ResNet-500 / 1,240 frames

Your models stay yours

Proprietary models run on your own infrastructure and join CVAT through an agent, so your IP never changes hands.

Your infrastructure

yard-vehicles-v3

Weights stay here

Agent
frameslabels
CVAT

Yard drone survey

Auto-annotation

  • Runs where you choose

    On your own GPUs, in your cloud or on‑prem.

  • Weights never leave

    Model code and weights are never uploaded to CVAT.

  • Shared across teams

    Register a model once and your whole organization can use it.

CVAT is how ML teams ship real-world AI.

A driverless straddle carrier moving between container stacks under a ship-to-shore crane
CVAT