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I liked this book a lot, despite it being slightly outdated by now.
Compared to other Computer Vision books (Forsyth, Szeliski etc.), it seemed to me more clearly written, with more ordered and sequential presentation of mathematical concepts.
Enjoy!
An Invitation to 3-D Vision: From Images to Geometric Models
