Bayesian Approach to Image Interpretation

Author:   Sunil K. Kopparapu ,  Uday B. Desai
Publisher:   Springer
Edition:   2001 ed.
Volume:   616
ISBN:  

9780792373728


Pages:   127
Publication Date:   31 July 2001
Format:   Hardback
Availability:   In Print   Availability explained
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Bayesian Approach to Image Interpretation


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Overview

""Bayesian Approach to Image Interpretation"" should interest anyone working in image interpretation. It is complete in itself and includes background material. This makes it useful for a novice as well as for an expert. It reviews some of the existing probabilistic methods for image interpretation and presents some new results. Additionally, there is extensive bibliography covering references in varied areas. For a researcher in this field, the material on synergistic integration of segmentation and interpretation modules and the Bayesian approach to image interpretation should be beneficial. For a practicing engineer, the procedure for generating knowledge base, selecting initial temperature for the simulated annealing algorithm, and some implementation issues should be valuable. Ideas introduced in the book include: an approach to image interpretation using synergism between the segmentation and the interpretation modules; a segmentation algorithm based on multiresolution analysis; novel use of the Bayesian networks (causal networks) for image interpretation; and emphasis on making the interpretation approach less dependent on the knowledge base and hence more reliable by modeling the knowledge base in a probabilistic framework. Useful in both the academic and industrial research worlds, Bayesian Approach to Image Interpretation may also be used as a textbook for a semester course in computer vision or pattern recognition.

Full Product Details

Author:   Sunil K. Kopparapu ,  Uday B. Desai
Publisher:   Springer
Imprint:   Springer
Edition:   2001 ed.
Volume:   616
Dimensions:   Width: 15.50cm , Height: 0.90cm , Length: 23.50cm
Weight:   0.860kg
ISBN:  

9780792373728


ISBN 10:   0792373723
Pages:   127
Publication Date:   31 July 2001
Audience:   College/higher education ,  Professional and scholarly ,  Undergraduate ,  Postgraduate, Research & Scholarly
Format:   Hardback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

Overview.- Background.- MRF Framework For Image Interpretation.- Bayesian Net Approach to Image Interpretation.- Joint Segmentation and Image Interpretation.- Conclusions.

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