Computer Vision Models, Learning, and Inference

ISBN-10: 1107011795
ISBN-13: 9781107011793
Edition: 2012
List price: $160.00 Buy it from $79.04
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Book details

List price: $160.00
Copyright year: 2012
Publisher: Cambridge University Press
Publication date: 6/18/2012
Binding: Hardcover
Pages: 598
Size: 7.50" wide x 10.50" long x 1.25" tall
Weight: 3.366
Language: English

Dr Simon J. D. Prince is a faculty member in the Department of Computer Science at University College London. He has taught courses on machine vision, image processing and advanced mathematical methods. He has a diverse background in biological and computing sciences and has published papers across the fields of computer vision, biometrics, psychology, physiology, medical imaging, computer graphics and HCI.

Probability
Introduction to probability
Common probability distributions
Fitting probability models
The normal distribution
Machine Learning for Machine Vision
Learning and inference in vision
Modeling complex data densities
Regression models
Classification models
Connecting Local Models
Graphical models
Models for chains and trees
Models for grids
Preprocessing
Image preprocessing and feature extraction
Models for Geometry
The pinhole camera
Models for transformations
Multiple cameras
Models for Vision
Models for style and identity
Temporal models
Models for visual words
Appendices
Optimization
Linear algebra
Algorithms

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