CVAT vs FiftyOne
CVAT
cvat.ai
FiftyOne
voxel51.comSide by side
| Figure | CVAT | FiftyOne |
|---|---|---|
| Price from | $1.92/mo | — |
| Free plan | Yes | — |
| Free trial | — | — |
| Open source | — | — |
| Web | Yes | Yes |
| Windows | — | Yes |
| macOS | — | Yes |
| Linux | — | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 8 | 3 |
| Spec score · Image Annotation Software | 8.4 (#5) | 7.5 (#19) |
| Deployment | CVAT is offered as a managed cloud service or as a self-hosted deployment, including on-premises and air-gapped options. | FiftyOne deployment options include cloud or multi-cloud, hybrid, on-premise, air-gapped, and managed services. |
| Founded | 2022 | 2018 |
| Purpose | CVAT turns raw images, video, 3D data, and audio into labeled datasets for AI workflows. | FiftyOne Annotation for images helps identify samples for labeling, automate annotation with AI, and connect labeling with model evaluation. |
| Support | Enterprise Basic includes 24-hour email support with a 24-hour response SLA and a private helpdesk channel for urgent critical issues. | The Team plan lists standard enterprise support, Growth lists premium enterprise support, and Custom lists a dedicated customer success team. |
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
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.