Treffer: AI for Image Analysis

A textbook on "AI for Image Analysis" Embark on a comprehensive journeythrough the fundamentals and advanced techniques of Image Processing andMachine Learning in the modern landscape of Computer Science. This textbookbegins with core principles of Image Formation and 3-D Imaging, exploring howimages are captured, processed, and interpreted through techniques likeRadiometry and Triangulation. Progressing through essential Image Processingconcepts, readers are introduced to pixel manipulation, color spaces, and datacompression, providing a strong foundation in digital image handling. The bookthen advances to practical programming with Python and Scikit-Image, givingreaders hands-on skills in image transformation and analysis. OpenCV-basedtechniques guide students in blending, filtering, and enhancing images for clarityand insight. The final unit bridges Image Processing with Machine Learning,covering state-of-the-art approaches like Neural Networks and SIFT, enablingreaders to classify and interpret images using intelligent algorithms. This textbookis an essential resource for mastering image science in academia and beyond.