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SPECIFICTION
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CVAT vs LabelU

CVAT

cvat.ai

LabelU

opendatalab.github.io

Side by side

FigureCVATLabelU
Price from$1.92/mo—
Free planYes—
Free trial——
Open source——
WebYesYes
Windows—Yes
macOS—Yes
APIYes—
Self-hostedYesYes
Plans published80
Spec score · Data Labeling Software8.4 (#6)7.2 (#21)
DeploymentCVAT is offered as a managed cloud service or as a self-hosted deployment, including on-premises and air-gapped options.LabelU can be installed locally with pip and run at localhost:8000; the README specifies Python 3.11.
PurposeCVAT turns raw images, video, 3D data, and audio into labeled datasets for AI workflows.LabelU is a multimodal data annotation platform for image, video, and audio tasks.

Plans

CVAT

  • CommunityFree
  • CVAT Online FreeFree
  • CVAT Online Solo Yearly$23 a year
  • CVAT Online Team Yearly$23 a year
  • CVAT Online Solo Monthly$33 a month
  • CVAT Online Team Monthly$33 a month
  • Enterprise Basic$12,000 a year
  • Enterprise PremiumPriced on request

CVAT pricing →

LabelU

No plans published.

LabelU pricing →

In their own words

CVAT

CVAT turns images, video, 3D data and audio into labeled datasets for AI workflows. Its annotation tools include boxes, masks, polygons, keypoints, skeletons and object tracks, with additional listed types such as cuboids, ellipses and tags. Teams can review jobs through validation and acceptance stages and assess quality using ground truth, honeypots and consensus workflows. Storage connections include Amazon S3, Azure Blob Storage, Google Cloud Storage, compatible buckets and self-hosted storage. CVAT names SAM 2, SAM 3, Ultralytics, Hugging Face and custom models as labeling aids. It exports to more than 20 formats, including COCO, YOLO, KITTI, Cityscapes and Pascal VOC, and offers API, SDK and CLI automation. Deployment can be managed in the cloud or self-hosted, including on-premises and air-gapped options. Free plans are available; online paid plans start at $23/user/mo billed annually. CVAT lists security controls but says it does not hold ISO 27001 or SOC 2 certifications.

Visit cvat.ai

LabelU

LabelU has no write-up on Specifiction yet; its figures are above.

Visit opendatalab.github.io