Image Processing and Machine Learning, Volume 2 - Couverture rigide

Cuevas, Erik; Rodríguez, Alma Nayeli

 
9781032660325: Image Processing and Machine Learning, Volume 2
Couverture rigide
ISBN 10 : 1032660325 ISBN 13 : 9781032660325
Editeur : Chapman and Hall/CRC, 2024

Synopsis

Image processing and machine learning are used in conjunction to analyze and understand images. Where image processing is used to pre-process images using techniques such as filtering, segmentation, and feature extraction, machine learning algorithms are used to interpret the processed data through classification, clustering, and object detection. This book serves as a textbook for students and instructors of image processing, covering the theoretical foundations and practical applications of some of the most prevalent image processing methods and approaches.

Divided into two volumes, this second installment explores the more advanced concepts and techniques in image processing, including morphological filters, color image processing, image matching, feature-based segmentation utilizing the mean shift algorithm, and the application of singular value decomposition for image compression. This second volume also incorporates several important machine learning techniques applied to image processing, building on the foundational knowledge introduced in Volume 1.

Written with instructors and students of image processing in mind, this book's intuitive organization also contains appeal for app developers and engineers.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

Erik Cuevas, Alma Nayeli Rodríguez

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Chapman and Hall/CRC
Date d'édition
2024
Langue
anglais
ISBN 10 
1032660325
ISBN 13 
9781032660325
Reliure
Relié
Nombre de pages
238
Coordonnées du fabricant
non disponible
Personne responsable
non disponible