Probabilistic Graphical Models for Computer Vision.

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Probabilistic Graphical Models for Computer Vision.,

Edition 1

Editors: By Qiang Ji

Publication Date: 13 Dec 2019

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Probabilistic Graphical Models for Computer Vision introduces probabilistic graphical models (PGMs) for computer vision problems and teaches how to develop the PGM model from training data. This book discusses PGMs and their significance in the context of solving computer vision problems, giving the basic concepts, definitions and properties. It also provides a comprehensive introduction to well-established theories for different types of PGMs, including both directed and undirected PGMs, such as Bayesian Networks, Markov Networks and their variants.

Key Features

Discusses PGM theories and techniques with computer vision examples
Focuses on well-established PGM theories that are accompanied by corresponding pseudocode for computer vision
Includes an extensive list of references, online resources and a list of publicly available and commercial software
Covers computer vision tasks, including feature extraction and image segmentation, object and facial recognition, human activity recognition, object tracking and 3D reconstruction

About the author

By Qiang Ji, Department of Electrical, Computer, and Systems Engineering, Rensselaer Polytechnic Institute, New York, USA

Title Reviews

"The book describes probabilistic graphical models in application to computer vision tasks. The theoretical concepts are accompanied by illustrative figures and algorithms in pseudocode. All the main categories of models are referred to. The applications range from image denoising and segmentation, object detection and tracking to 3D reconstruction and action recognition. It is a book that is valuable for theoreticians and practitioners alike."—zbMath/European Mathematical Society and the Heidelberg Academy of Sciences and Humanities

ISBN: 9780128034675

Page Count: 294

Retail Price (USD) :

Nixon, Feature Extraction and Image Processing for Computer Vision, 3e, 9780123965493, Aug 2012, $79.95
Davies, Computer and Machine Vision: Theory, Algorithms, Practicalities, 4e, 9780123869081, Mar 2012, $110.00

Engineers, computer scientists, and statisticians researching in computer vision, image processing and medical imaging

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