Classification Methods for Remotely Sensed Data (3rd Edition)
Classification Methods for Remotely Sensed Data
English | 2024 | ISBN: 1032573937 | 444 Pages | PDF (True) | 116 MB
English | 2024 | ISBN: 1032573937 | 444 Pages | PDF (True) | 116 MB
The third edition of the bestselling Classification Methods for Remotely Sensed Data covers current state-of-the-art machine learning algorithms and developments in the analysis of remotely sensed data. This book is thoroughly updated to meet the needs of readers today and provides six new chapters on deep learning, feature extraction and selection, multisource image fusion, hyperparameter optimization, accuracy assessment with model explainability, and object-based image analysis, which is relatively a new paradigm in image processing and classification. It presents new AI-based analysis tools and metrics together with ongoing debates on accuracy assessment strategies and XAI methods.