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SPECIFICTION
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CVAT vs Frame.io

CVAT

cvat.ai

Frame.io

frame.io

Side by side

FigureCVATFrame.io
Price from$1.92/mo$15/mo
Free planYesYes
Free trial—Yes
Open source——
WebYesYes
Windows—Yes
macOS—Yes
iOS—Yes
Android—Yes
APIYesYes
Self-hostedYes—
Plans published84
Spec score · Video Annotation Software8.4 (#10)9.2 (#1)
SupportEnterprise Basic includes 24-hour email support with a 24-hour response SLA and a private helpdesk channel for urgent critical issues.Frame.io offers in-app chat support from its worldwide support team and English-language support at [email protected].

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 →

Frame.io

  • FreeFree
  • Pro$15 a month
  • Team$25 a month
  • EnterprisePriced on request

Frame.io 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.

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Frame.io

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

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