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| description: Explore the Ultralytics YOLO-based speed estimation script for real-time object tracking and speed measurement, optimized for accuracy and performance. |
| keywords: Ultralytics, speed estimation, YOLO, real-time tracking, object tracking, python |
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| # Reference for `ultralytics/solutions/speed_estimation.py` |
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| !!! Note |
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| This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.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/speed_estimation.py) 🛠️. Thank you 🙏! |
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| <br> |
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| ## ::: ultralytics.solutions.speed_estimation.SpeedEstimator |
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