Image Processing and Machine Learning: (ISC)2 Press
Autor Erik Cuevas, Alma Nayeli Rodríguezen Limba Engleză Hardback – 16 noi 2024
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
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 CoreCuprins
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.
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.