Before this post inspires people to go on a crazy I-can-do-computer-vision-the-hard-way binge and impulse-buy O'Reilly's (excellent) "Learning OpenCV", the second edition is being released sometime this month so you may want to hold off:

http://shop.oreilly.com/product/0636920022497.do