Hidden Markov Models: Applications In Computer Vision

Horst Bunke, Terry Michael Caelli (Herausgeber)

Buch | Hardcover

244 Seiten

2001
World Scientific Publishing Co Pte Ltd (Verlag)
9789810245641 (ISBN)

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A collection of articles on developments in the theory of hidden Markov models and their application in computer vision. It addresses topics such as handwriting recognition, shape recognition, face and gesture recognition, tracking, and image database retrieval.

Hidden Markov models (HMMs) originally emerged in the domain of speech recognition. In recent years, they have attracted growing interest in the area of computer vision as well. This book is a collection of articles on new developments in the theory of HMMs and their application in computer vision. It addresses topics such as handwriting recognition, shape recognition, face and gesture recognition, tracking, and image database retrieval.This book is also published as a special issue of the International Journal of Pattern Recognition and Artificial Intelligence (February 2001).

Introduction - a simple complex in artificial intelligence and machine learning, B.H. Juang; an introduction to hidden Markov models and Bayesian networks, Z. Chahramani; multi-lingual machine printed OCR, P. Natarajan et al; using a statistical language model to improve the performance of an HMM-based cursive handwriting recognition system, U.-V. Marti and H. Bunke; a 2-D HMM method for offline handwritten character recognition, H.-S. Park et al; data-driven design for HMM topology for online handwriting recognition, J.J. Lee et al; hidden Markov models for modelling and recognizing gesture under variation, A.D. Wilson and A.F. Bobick; sentence lipreading using hidden Markov model with integrated grammar, K. Yu et al; tracking and surveillance in wide-area spatial environments using the abstract hidden Markov model, H.H. Bui et al; shape tracking and production using hidden Markov models, T. Caelli et al; an integrated approach to shape and colour-based image retrieval of rotated objects using hidden Markov models, S. Muller et al.

Erscheint lt. Verlag	7.6.2001
Reihe/Serie	Series In Machine Perception And Artificial Intelligence ; 45
Verlagsort	Singapore
Sprache	englisch
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
Themenwelt	Mathematik / Informatik ► Mathematik ► Angewandte Mathematik
ISBN-13	9789810245641 / 9789810245641
Zustand	Neuware