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Image Processing and Machine Learning: (ISC)2 Press

Autor Erik Cuevas, Alma Nayeli Rodríguez
en Limba Engleză Hardback – 16 noi 2024
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 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, the first instalment explores the fundamental concepts and techniques in image processing, starting from pixel operations and their properties, exploring spatial filtering, edge detection, image segmentation, corner detection, and geometric transformations. The second instalment 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 (SVD) for image compression. 
Written with instructors and students of image processing in mind, this book’s intuitive organisation also contains appeal for app developers and engineers.
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Specificații

ISBN-13: 9781032661292
ISBN-10: 1032661291
Pagini: 462
Ilustrații: 300
Dimensiuni: 156 x 234 mm
Greutate: 1.01 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria (ISC)2 Press

Locul publicării:Boca Raton, United States

Public țintă

General, Postgraduate, Professional Practice & Development, Professional Reference, Professional Training, and Undergraduate Core

Cuprins

Volume 1
Preface Volume 1. 1. Pixel Operations. 2. Spatial Filtering. 3. Edge Detection. 4. Segmentation and Processing of Binary Images. 5. Corner Detection. 6. Line Detection. Index.
Volume 2
Preface Volume II. 1 Morphological Operations. 2 Color Images. 3 Geometric Operations in Images. 4 Comparison and Recognition of Images. 5 Mean-Shift Algorithm for Segmentation. 6 Singular Value Decomposition in Image Processing. Index.

Descriere

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.