CVAT vs Label Studio

CVAT8.9Visit Label Studio8.8Visit

Higher score CVAT #2 in Image Annotation Software 8.9/10 Free plan Free plan✓ 3 of 3 features Visit CVAT

vs

Label Studio #3 in Image Annotation Software 8.8/10 Free plan Free plan✓ 3 of 3 features Visit Label Studio

• CVAT fits best

  Open-source teams needing a complete CV workflow

• Label Studio fits best

  Teams wanting flexible open-source annotation

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Side by side

Feature	CVAT 8.9/10 Visit ↗	Label Studio 8.8/10 Visit ↗
At a glance
Editor score	8.9	8.8
Ranking	#2 in Image Annotation Software	#3 in Image Annotation Software
Best for	Open-source teams needing a complete CV workflow	Teams wanting flexible open-source annotation
Pricing model	Free plan + paid	Free plan + paid
Starting price	$23/mo	—
Free plan	✓	✓
Free trial	—	—
Deployment	Cloud, Self-hosted	Cloud, Self-hosted
Platforms	Web	Web, Windows, macOS, Linux
Support	Community, Docs	Community, Docs, Tickets
Compliance	GDPR, SSO/SAML	SOC 2, HIPAA, SSO/SAML
Integrations	5 integrations	4 integrations
Built for	Solo, Small business, Mid-market, Enterprise	Small business, Mid-market, Enterprise
Features CVAT 3/3 · Label Studio 3/3
Model-assisted labeling	✓	✓
Team collaboration	✓	✓
API access	✓	✓
Specs
Annotation types	Rectangle/bounding box, polygon, polyline, points, ellipse, cuboid, skeleton, tag, brush/mask	rectangles, ellipses, keypoints, polygons, brush masks, image classification
Image formats	JPEG, PNG, BMP, GIF, PPM, TIFF	Not checked yet
Dataset export	CVAT XML, Datumaro JSON, COCO JSON, YOLO, Pascal VOC, Cityscapes, KITTI, Open Images, MOT, and others	JSON, JSON_MIN, CSV, TSV, COCO, Pascal VOC XML, YOLO, PNG, NumPy
Our review
Pros	Supports image, video, and 3D annotation with many annotation types Offers AI-assisted workflows, REST API, Python SDK, and CLI Exports to major computer-vision formats and connects to cloud storage	Open-source Community Edition with configurable annotation interfaces Supports classification, detection, segmentation, and multiple shape tools Exports to JSON, CSV, COCO, Pascal VOC, YOLO, PNG, and NumPy
Cons	Free plan supports only 1–2 members Solo plans are limited to a personal workspace Enterprise deployment starts at $12,000 per year	Advanced quality workflows and analytics are reserved for Enterprise The extensive configuration may require more setup than focused tools Support differs by plan, from community channels to Enterprise options
Our verdict	CVAT is a visual data annotation platform for creating training datasets from images, video, and 3D data. It is aimed at computer vision and AI teams that need manual labeling, AI-assisted detection, segmentation or tracking, dataset… Read the review →	Label Studio is an open-source data labeling platform for machine-learning and AI teams. Its image capabilities cover classification, object detection, semantic segmentation, keypoints, rectangles, ellipses, polygons, and brush masks.… Read the review →

Strengths and trade-offs

• CVAT — where it wins

  • Supports image, video, and 3D annotation with many annotation types
  • Offers AI-assisted workflows, REST API, Python SDK, and CLI
  • Exports to major computer-vision formats and connects to cloud storage

  Where it doesn't

  • Free plan supports only 1–2 members
  • Solo plans are limited to a personal workspace
  • Enterprise deployment starts at $12,000 per year

• Label Studio — where it wins

  • Open-source Community Edition with configurable annotation interfaces
  • Supports classification, detection, segmentation, and multiple shape tools
  • Exports to JSON, CSV, COCO, Pascal VOC, YOLO, PNG, and NumPy

  Where it doesn't

  • Advanced quality workflows and analytics are reserved for Enterprise
  • The extensive configuration may require more setup than focused tools
  • Support differs by plan, from community channels to Enterprise options

• CVAT8.9/10 · Free plan

  A broad CV workflow spanning manual, AI-assisted, collaborative, and programmatic annotation.

  Visit CVATFull verdict →
• Label Studio8.8/10 · Free plan

  Flexible image annotation with open-source deployment, AI assistance, and broad exports.

  Visit Label StudioFull verdict →