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CVAT

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Data annotation platform for vision AI

收录时间:2026年7月13日
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275.2K
社交与联系:
data annotationvision AIcomputer visionAI-assisted labelingdataset preparationimage annotation

工具信息

什么是 CVAT?

CVAT is a complete data labeling suite for teams building real-world AI. It turns raw images, videos, and 3D data into model-ready datasets through AI-assisted labeling, quality control, team collaboration, progress monitoring, and flexible deployment via cloud, self-hosted, or managed services.

核心功能

  • Data import from local and cloud storage

    Upload local datasets and existing annotations; connect Amazon S3, Azure Blob Storage, Google Cloud Storage, S3-compatible buckets, or self-hosted storage.

  • Project, task, job, and team management

    Organize annotation work into projects, tasks, and jobs; assign annotators, reviewers, and contributors; manage roles, permissions, stages, statuses, and ownership.

  • Manual and AI-assisted labeling tools

    Create boxes, polygons, masks, skeletons, tags, and tracks; accelerate with SAM 2, SAM 3, Ultralytics, Hugging Face models, or custom models for detection, segmentation, tracking, and pose estimation.

  • Annotation validation and quality control

    Review jobs via validation and acceptance stages; measure quality with ground truth, honeypots, and consensus workflows; resolve issues with traceable quality decisions.

  • Progress and workload monitoring

    Track progress across projects, tasks, and jobs; monitor team workload and completion status; identify bottlenecks and measure annotation and validation throughput.

  • Dataset export and workflow integration

    Export in 20+ formats including COCO, YOLO, KITTI, Cityscapes, and Pascal VOC; automate via API, SDK, and CLI; build custom integrations for ML workflows.

  • Multi-modality support

    Annotate images (bounding boxes, masks, polygons, keypoints), videos (object and skeleton tracking), and 3D point clouds (detection, classification, sequence tracking); audio coming soon.

  • Managed annotation services

    Outsource labeling to 300+ dedicated annotators across 12 time zones with real-time dashboards, multi-stage QA, rework guarantees, and scale from 1,000 to 100M+ labels.

  • Enterprise security and compliance

    GDPR, CCPA, and EU AI Act compliant; encryption in transit and at rest; RBAC and SSO; access logging and audit trails; on-premises and air-gapped deployment options.

使用场景

  • #1

    Automotive and ADAS

    Annotate driving footage and sensor data such as lane markings, vehicles, and in-cabin footage for driver assistance and monitoring systems.

  • #2

    Autonomous vehicles

    Label camera and LiDAR data including cars, pedestrians, road signs, and lane boundaries to train self-driving and autonomous flight models.

  • #3

    Robotics

    Annotate imagery and sensor data for object grasping, navigation, and other robotic perception tasks.

  • #4

    Geospatial and mapping

    Support aerial imagery analysis and mapping-related visual data labeling.

  • #5

    Healthcare and medical

    Enable annotation of medical visual data for vision AI applications.

  • #6

    Manufacturing, logistics, and surveillance

    Label data for infrastructure inspection, warehousing, security, smart cities, agriculture, energy, construction, sports, environmental monitoring, and research.

适用人群:Vision AI and machine learning teamsAutomotive manufacturers and Tier 1 suppliersAutonomous vehicle and drone companiesRobotics companies and research teamsEnterprise organizations in healthcare, defense, manufacturing, and geospatial domainsAcademic researchers and academia teams

定价方案

CVAT Community is open-source, self-hosted, and free forever. CVAT Online is a fully managed cloud platform with Free, Solo, and Team plans. CVAT Enterprise is self-hosted with SSO, RBAC, and enterprise support; managed labeling services available via quote.

替代工具

常见问题

What is CVAT?
CVAT is a data annotation platform for vision AI that converts images, videos, and 3D data into model-ready datasets with AI-assisted labeling, quality control, and team collaboration.
Is CVAT free to use?
CVAT Community is open-source, self-hosted, and free forever. CVAT Online is a fully managed cloud platform with Free, Solo, and Team plans. CVAT Enterprise offers self-hosted options with SSO, RBAC, and enterprise support.
What types of data can I annotate with CVAT?
CVAT supports images (bounding boxes, masks, polygons, keypoints), videos (object and skeleton tracking), and 3D point clouds (detection, classification, sequence tracking). Audio annotation is listed as coming soon.
Does CVAT provide managed labeling services?
Yes. You can outsource labeling to 300+ dedicated annotators across 12 time zones with real-time dashboards, multi-stage QA, rework guarantees, and the ability to scale from 1,000 to 100M+ labels.
What export formats does CVAT support?
CVAT exports datasets in 20+ formats including COCO, YOLO, KITTI, Cityscapes, and Pascal VOC, with automation available via API, SDK, and CLI.
Is CVAT suitable for enterprise use?
Yes. CVAT offers GDPR, CCPA, and EU AI Act compliance, encryption in transit and at rest, RBAC and SSO, access logging and audit trails, plus on-premises and air-gapped deployment options.

CVAT 联系方式与社交媒体

访问官方网站

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工具信息

定价模式Freemium
分类图像编辑
二级分类
data annotationvision AIcomputer visionAI-assisted labelingdataset preparationimage annotation
语言英语
最后更新2026年7月16日