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To manipulate images in Python, you need the aptly named Python Imaging Library (PIL). Unfortunately, PIL development seems to have stopped sometime in 2009 and while it technically still works ...
Scikit-image is a Python library that is built on top of NumPy and SciPy and offers a wide range of image processing capabilities, including image filtering, segmentation, and feature extraction.