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Blog
Guides, comparisons and field notes on data annotation for computer vision and audio AI.

CVAT SDK PyTorch adapter: using CVAT datasets in your ML pipeline
Learn to use CVAT's SDK with PyTorch. Complete tutorial for integrating CVAT datasets into your ML pipeline.

Using CVAT SDK
Comprehensive guide to CVAT's Software Development Kit. Learn to integrate CVAT features into your applications.

Annotating Smarter: Interpolation and Polygons in Practice
Learn how to speed up data annotation using interpolation mode and polygon tools in CVAT. Boost efficiency and accuracy with these two practical techniques.

Using CVAT CLI
Master CVAT's command-line interface. Learn essential commands for efficient annotation management.

Using CVAT API
Complete guide to using CVAT's API. Learn to automate workflows and integrate CVAT with your applications.

How to automatically detect objects with YOLO in CVAT
Learn to use YOLO models for automated annotation in CVAT. Master pre-trained model integration for efficient object detection and labeling.