Simple vehicle counting using python and opencv
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sure! here is a tutorial on simple vehicle counting using python and opencv.
1. install necessary libraries:
first, you need to install the opencv library. you can do this using pip:
2. load the video file:
you can use opencv to load a video file from your local drive. here's an example code snippet to load a video file:
3. preprocess the video frames:
to perform vehicle counting, you can use techniques like background subtraction to detect moving objects in the video frames. here's an example code snippet to preprocess the video frames:
4. count vehicles:
you can count vehicles by detecting contours in the foreground mask obtained from the background subtraction. here's an example code snippet to count vehicles:
5. putting it all together:
here's a complete example code that combines all the steps mentioned above:
that's it! you now have a simple vehicle counting system using python and opencv. you can further improve the accuracy by tweaking parameters and adding more advanced algorithms.
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