CVAT vs. Label Studio Comparison


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About Annotate better with CVAT, the industry-leading data engine for machine learning. Used and trusted by teams at any scale, for data of any scale. CVAT’s blazing-fast, intuitive user interface, was designed by working closely with real-world teams solving real-world problems. From medical to retail to autonomous vehicles, world’s most ambitious AI teams use CVAT as a part of their AI workflow every day. No matter what your input data or expected results are, CVAT is ready. It works great with images, videos, and even 3D. Bounding boxes, polygons, points, skeletons, cuboids, trajectories, and more. Annotate more efficiently with automated interactive algorithms like intelligent scissors, histogram equalization, and more. Gain actionable insights with metrics such as annotator working hours, objects per hour, and more.	About The most flexible data annotation tool. Quickly installable. Build custom UIs or use pre-built labeling templates. Configurable layouts and templates adapt to your dataset and workflow. Detect objects on images, boxes, polygons, circular, and key points supported. Partition the image into multiple segments. Use ML models to pre-label and optimize the process. Webhooks, Python SDK, and API allow you to authenticate, create projects, import tasks, manage model predictions, and more. Save time by using predictions to assist your labeling process with ML backend integration. Connect to cloud object storage and label data there directly with S3 and GCP. Prepare and manage your dataset in our Data Manager using advanced filters. Support multiple projects, use cases, and data types in one platform. Start typing in the config, and you can quickly preview the labeling interface. At the bottom of the page, you have live serialization updates of what Label Studio expects as an input.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Companies searching for an open data annotation platform	Audience Developers searching for a solution to label every data type and build custom UIs for computer vision processes
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $33 per month Free Version Supported Free Trial Not Supported	Pricing No information available. Free Version Supported Free Trial Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Supported Live Online Supported In Person Not Supported
Company Information CVAT www.cvat.ai/	Company Information Label Studio United States labelstud.io
Alternatives Label Studio	Alternatives Ango Hub iMerit
Mindkosh Mindkosh AI	Labellerr
Anolytics	Labelbox
Keylabs	Gemini Enterprise Agent Platform Google
Scalabel View All	Amazon SageMaker Ground Truth Amazon Web Services View All
Categories Data Annotation Supported Data Labeling Supported Image Annotation Supported Video Annotation Supported	Categories AI Fine-Tuning Supported Data Annotation Supported Data Labeling Supported Image Annotation Supported LLM Evaluation Supported RLHF Supported Video Annotation Supported

Integrations Amazon S3 Supported Azure Blob Storage Supported Google Cloud Storage Supported Lightly Supported Amazon SageMaker Not Supported ApertureDB Not Supported Docker Not Supported Flair Not Supported Galileo AI Not Supported Hugging Face Not Supported Innovatiana Supported Lightly Not Supported Modzy Not Supported Openlayer Not Supported PostgreSQL Not Supported Rosepetal AI Not Supported TensorFlow Not Supported Tesseract Not Supported Voxel51 Supported ZenML Not Supported Show More Integrations View All 8 Integrations	Integrations Amazon S3 Supported Azure Blob Storage Supported Google Cloud Storage Supported Lightly Supported Amazon SageMaker Supported ApertureDB Supported Docker Supported Flair Supported Galileo AI Supported Hugging Face Supported Innovatiana Not Supported Lightly Supported Modzy Supported Openlayer Supported PostgreSQL Supported Rosepetal AI Supported TensorFlow Supported Tesseract Supported Voxel51 Not Supported ZenML Supported Show More Integrations View All 25 Integrations
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