In conclusion, Python has a rich ecosystem of image processing libraries that can be used for various tasks in computer vision.

However, two common packages for working with images are imageio and PIL (Python Imaging Library). These libraries provide additional functionality, but our goal is to work directly on the NumPy array ...

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