Supervision is an open-source Python library created by Roboflow that simplifies building computer vision applications through its unified Detections object. The tool allows developers to easily perform tasks such as image annotation, object tracking across video frames, zone counting for detections, and converting datasets between various formats like COCO or YOLO.
- Distributed under the MIT license with over 38,000 GitHub stars
- Supports benchmarking using mAP and confusion matrices
- Compatible with Python versions 3.9 and higher
Supervision provides essential building blocks for computer vision applications, such as data loading and real-time zone counting. The toolkit remains model agnostic, enabling easy integration of various machine learning models via specialized connectors.
- Supports multiple dataset formats including YOLO, COCO, and Pascal VOC
- Offers utilities to split, merge, and convert datasets
- Includes capabilities for speed estimation and dwell time analysis