What's the difference between Pillow and Scikit-Image?

What's the difference between Pillow and Scikit-Image?

Pillow is a fork of the Python Imaging Library (PIL) and is mainly used for basic image processing tasks. Scikit-Image, on the other hand, is built on top of SciPy and provides a more extensive set of algorithms for image processing and computer vision.

Can you give examples of tasks each library is best suited for?

Sure! Pillow is great for tasks like opening, manipulating, and saving images, such as resizing or cropping. Scikit-Image excels in more complex tasks like image segmentation, feature extraction, and applying filters.

Which one should I use for a machine learning project?

If your project involves advanced image processing or computer vision, Scikit-Image would be the better choice. For simpler tasks, Pillow might suffice.

Are there any performance differences between the two?

Yes, Scikit-Image can be slower for basic tasks due to its focus on advanced algorithms, while Pillow is optimized for speed in simple operations.