Performance optimization in large image processing is critical. The Pillow library provides strategies for enhancing efficiency, such as using appropriate image formats like JPEG for photos and employing batch processing techniques. Memory management and pixel-wise operations with methods like `Image.thumbnail` and `Image.eval` are essential for reducing overhead and improving processing speed.