Fundamentals of Image Data Mining: Analysis, Features, Classification and Retrieval, 2nd EditionКНИГИ » ПРОГРАММИНГ
Название: Fundamentals of Image Data Mining: Analysis, Features, Classification and Retrieval, 2nd Edition Автор: Dengsheng Zhang Издательство: Springer Год: 2021 Формат: PDF Страниц: 382 Размер: 14 Mb Язык: English
This unique and useful textbook presents a comprehensive review of the essentials of image data mining, and the latest cutting-edge techniques used in the field. The coverage spans all aspects of image analysis and understanding, offering deep insights into areas of feature extraction, machine learning, and image retrieval. The theoretical coverage is supported by practical mathematical models and algorithms, utilizing data from real-world examples and experiments.
Topics and features:
Describes essential tools for image mining, covering Fourier transforms, Gabor filters, and contemporary wavelet transforms
Develops many new exercises (most with MATLAB code and instructions)
Includes review summaries at the end of each chapter
Analyses state-of-the-art models, algorithms, and procedures for image mining
Integrates new sections on pre-processing, discrete cosine transform, and statistical inference and testing
Demonstrates how features like color, texture, and shape can be mined or extracted for image representation
Applies powerful classification approaches: Bayesian classification, support vector machines, neural networks, and decision trees
Implements imaging techniques for indexing, ranking, and presentation, as well as database visualization
This easy-to-follow, award-winning book illuminates how concepts from fundamental and advanced mathematics can be applied to solve a broad range of image data mining problems encountered by students and researchers of computer science. Students of mathematics and other scientific disciplines will also benefit from the applications and solutions described in the text, together with the hands-on exercises that enable the reader to gain first-hand experience of computing.
Уважаемый посетитель, Вы зашли на сайт как незарегистрированный пользователь.
С этой публикацией часто скачивают:
Text Data Mining Название: Text Data Mining Автор: Chengqing Zong, Rui Xia Издательство: Springer, Tsinghua University Press Год: 2021 Страниц: 363 Язык: английский...
Introduction to Data Mining (2nd Edition) Название: Introduction to Data Mining (2nd Edition) Автор: Pang-Ning Tan, Michael Steinbach, Anuj Karpatne Издательство: Pearson Год: 2019 Страниц:...
Data Mining: The Textbook Название: Data Mining: The Textbook Автор: Charu C Aggarwal Издательство: Springer Год: 2015 Страниц: 734 Формат: PDF Размер: 16 Mb Язык: English ...
Информация
Посетители, находящиеся в группе Гости, не могут оставлять комментарии к данной публикации.
Навигация
Вход на сайт
Реклама
Fundamentals of Image Data Mining: Analysis, Features, Classification and Retrieval, 2nd Edition 
