Image Processing and Machine Learning (Isc2 Press) - Hardcover

Cuevas, Erik; Rodriguez, Alma

Hardcover

ISBN 10: 1032661291 ISBN 13: 9781032661292

Verlag: Chapman & Hall/CRC, 2024

Inhaltsangabe

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.

Über diesen Titel

Über die Autorin bzw. den Autor

Erik Cuevas and Alma Nayeli Rodríguez, Guadalajara, Jalisco, Mexico.

Details zur Ausgabe

• Verlag: Chapman & Hall/CRC
• Erscheinungsdatum: 2024
• Sprache: Englisch
• ISBN 10: 1032661291
• ISBN 13: 9781032661292
• Einband: Gebundene Ausgabe
• Auflage: 1
• Anzahl der Seiten: 320
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: Nicht verfügbar