Pattern recognition algorithms utilize feature extraction to classify objects in images. Techniques like edge detection, histogram analysis, and thresholding enhance preprocessing. Pillow facilitates these methods, while integration with libraries like OpenCV and TensorFlow can improve performance in machine learning and deep learning applications.