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Classification, Parameter Estimation and State Estimation - An Engineering Approach Using MATLAB, 2e Edition (Hardcover, 2nd Edition)
Loot Price: R2,920
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Classification, Parameter Estimation and State Estimation - An Engineering Approach Using MATLAB, 2e Edition (Hardcover, 2nd Edition)
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A practical introduction to intelligent computer vision theory,
design, implementation, and technology The past decade has
witnessed epic growth in image processing and intelligent computer
vision technology. Advancements in machine learning methods
especially among adaboost varieties and particle filtering methods
have made machine learning in intelligent computer vision more
accurate and reliable than ever before. The need for expert
coverage of the state of the art in this burgeoning field has never
been greater, and this book satisfies that need. Fully updated and
extensively revised, this 2nd Edition of the popular guide provides
designers, data analysts, researchers and advanced post-graduates
with a fundamental yet wholly practical introduction to intelligent
computer vision. The authors walk you through the basics of
computer vision, past and present, and they explore the more subtle
intricacies of intelligent computer vision, with an emphasis on
intelligent measurement systems. Using many timely, real-world
examples, they explain and vividly demonstrate the latest
developments in image and video processing techniques and
technologies for machine learning in computer vision systems,
including: * PRTools5 software for MATLAB especially the latest
representation and generalization software toolbox for PRTools5 *
Machine learning applications for computer vision, with detailed
discussions of contemporary state estimation techniques vs older
content of particle filter methods * The latest techniques for
classification and supervised learning, with an emphasis on Neural
Network, Genetic State Estimation and other particle filter and AI
state estimation methods * All new coverage of the Adaboost and its
implementation in PRTools5. A valuable working resource for
professionals and an excellent introduction for advanced-level
students, this 2nd Edition features a wealth of illustrative
examples, ranging from basic techniques to advanced intelligent
computer vision system implementations. Additional examples and
tutorials, as well as a question and solution forum, can be found
on a companion website.
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