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This book is by far the most easiest introductory computer vision book I have ever seen. It lists all the fundamentals in details. On top of that, the book presentation is very clear and easy to follow. Prof. Shah is one of the field pioneers. I would definitly suggest this book as the first crash course in computer vision.