Kniha Bayesian Approach to Image Interpretation Sunil K. Kopparapu

Bayesian Approach to Image Interpretation

Jazyk: Angličtina
Vazba: Pevná
Vydavatel: Springer
Dostupnost: Skladem u dodavatele
Odesíláme za 10-13 dnů
3 426
Bayesian Approach to Image Interpretation will interest anyone working in image interpretation. It i...

Informace o knize

Jazyk
Angličtina
Vazba
Kniha - Pevná
Vydáno
2001
Stránek
127
EAN
9780792373728
ISBN
0792373723
Enbook ID
01397011
Vydavatel
Hmotnost
372
Rozměry
166 x 234 x 14

Kompletní popis

Bayesian Approach to Image Interpretation will 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 will be beneficial. §For a practicing engineer, the procedure for generating knowledge base, selecting initial temperature for the simulated annealing algorithm, and some implementation issues will be valuable. §New ideas introduced in the book include: New approach to image interpretation using synergism between the segmentation and the interpretation modules. A new segmentation algorithm based on multiresolution analysis. Novel use of the Bayesian networks (causal networks) for image interpretation. 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.

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