Book: Computer Vision: Algorithms and Applications (Richard Szeliski)
A new book, Computer Vision: Algorithms and Applications will be released soon. (It can be pre-ordered.) The author, Dr. Richard Szeliski (Mircrosoft Research), provides details on a variety of techniques to analyze and interpret images. There is a repository for drafts of his book, which is available for personal use. According to the site (http://szeliski.org/Book/), the book is based on computer vision courses he taught at University of Washington.
Click here to pre-order the book.
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