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Correlation Pattern Recognition

Autor B. V. K. Vijaya Kumar, Abhijit Mahalanobis, Richard D. Juday
en Limba Engleză Paperback – 9 iun 2010
Correlation is a robust and general technique for pattern recognition and is used in many applications, such as automatic target recognition, biometric recognition and optical character recognition. The design, analysis and use of correlation pattern recognition algorithms requires background information, including linear systems theory, random variables and processes, matrix/vector methods, detection and estimation theory, digital signal processing and optical processing. This book provides a needed review of this diverse background material and develops the signal processing theory, the pattern recognition metrics, and the practical application know-how from basic premises. It shows both digital and optical implementations. It also contains technology presented by the team that developed it and includes case studies of significant interest, such as face and fingerprint recognition. Suitable for graduate students taking courses in pattern recognition theory, whilst reaching technical levels of interest to the professional practitioner.
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Paperback (1) 44961 lei  43-57 zile
  Cambridge University Press – 9 iun 2010 44961 lei  43-57 zile
Hardback (1) 99978 lei  43-57 zile
  Cambridge University Press – 23 noi 2005 99978 lei  43-57 zile

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Specificații

ISBN-13: 9780521153485
ISBN-10: 0521153484
Pagini: 404
Dimensiuni: 170 x 244 x 21 mm
Greutate: 0.64 kg
Editura: Cambridge University Press
Colecția Cambridge University Press
Locul publicării:Cambridge, United Kingdom

Cuprins

Preface; 1. Introduction; 2. Mathematical background; 3. Linear systems and filtering theory; 4. Detection and estimation; 5. Correlation filter basics; 6. Advanced correlation filters; 7. Optical considerations; 8. Limited-modulation filters; 9. Applications of correlation filters; References; Index.

Recenzii

Review of the hardback: ' … well-written with many diagrams and gray-scale images to illustrate the concepts … would be especially useful for pattern recognition practitioners interested in expanding their tool dchest b eyond basic correlation.' IAPR Newsletter

Descriere

A review of the background material needed for correlation pattern recognition for graduate students and practitioners.