Comment by colincsl

For those interested in learning vision from a machine learning perspective I would suggest "Computer Vision: Models, Learning, and Inference" [1]. Szelinski's book is also great but gives a more classical overview of computer vision.

[1] http://www.computervisionmodels.com/