Computer Vision: Models, Learning, and Inference
Simon J.D. Prince
Computer Vision book that focuses on the models and statistical realities that tie a worldly state and a set of measurements together.
The book advocates that computer vision should be understood in these terms: the goal, the measurements, the world state, the model, the parameters, and the learning and inference algorithms.