metadata
description: >-
Learn how to use the Ultralytics Heatmap module for real-time video analysis
with object tracking and heatmap generation.
keywords: >-
Ultralytics, Heatmap, Python, Real-time Video, Object Tracking, cv2, Shapely,
Computer Vision, AI
Reference for ultralytics/solutions/heatmap.py
!!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/heatmap.py) 🛠️. Thank you 🙏!