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Book Cover
Book
Author Kopparapu, Sunil K.

Title Bayesian approach to image interpretation / Sunil K. Kopparapu, Uday B. Desai
Published Boston : Kluwer Academic Publishers, [2001]
©2001

Copies

Location Call no. Vol. Availability
 W'PONDS  621.367 Kop/Bat  AVAILABLE
Description xiv, 127 pages : illustrations ; 24 cm
Series The Kluwer international series in engineering and computer science ; SECS 616
Kluwer international series in engineering and computer science ; SECS 616
Contents 1. Overview -- 2. Background -- Markov Random Field Models -- Multiresolution -- 3. MRF Framework for Image Interpretation -- MRF on a Graph -- 4. Bayesian Net Approach to Interpretation -- MRF model leading to Bayesian Network Formulation -- Bayesian Networks and Probabilistic Inference -- Probability Updating in Bayesian Networks -- Bayesian Networks for Gibbsian Image Interpretation -- Experimental Results -- 5. Joint Segmentation and Image Interpretation -- Image Interpretation using Integration -- The Joint Segmentation and Image Interpretation Scheme -- Experimental Results -- 6. Conclusions -- App. A. Bayesian Reconstruction -- App. B. Proof of Hammersley-Clifford Theorem -- App. C. Simulated Annealing Algorithms - Selecting T[subscript 0] in practise -- App. D. Custom Made Pyramids -- App. E. Proof of Theorem 4.6 -- App. F. k-means clustering -- App. G. Features used in Image Interpretation -- App. H. Knowledge Acquisition -- App. I. HMM for Clique Functions
Bibliography Includes bibliographical references (pages [115]-122) and index
Subject Image processing -- Digital techniques.
Computer vision.
Bayesian statistical decision theory.
Author Desai, Uday B.
LC no. 2001029596
ISBN 0792373723 hardback : alk. paper)