株式会社極東書店トップ商品一覧Image Processing and Machine Learning, Volume 2: Advanced Topics in Image Analysis and Machine Learning.

商品詳細

Image Processing and Machine Learning, Volume 2: Advanced Topics in Image Analysis and Machine Learning.

Image Processing and Machine Learning, Volume 2: Advanced Topics in Image Analysis and Machine Learning.

・ISBN 978-1-032-66032-5 hard GB£ 103.99

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お気に入り
電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-1-03-266246-6
著者・編者Cuevas, Erik / Rodriguez, Alma Nayeli,
出版社 (Chapman & Hall/CRC, UK)
出版年月2024
ページ数224 pp.
言語ENG
ニュース番号<A01-43534>

解説

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.