Change Detection and Image Time Series Analysis 2

Change Detection and Image Time Series Analysis 2
Author : Abdourrahmane M. Atto
Publisher : John Wiley & Sons
Total Pages : 272
Release : 2021-12-01
ISBN 10 : 9781119882282
ISBN 13 : 1119882281
Language : EN, FR, DE, ES & NL

Change Detection and Image Time Series Analysis 2 Book Description:

Change Detection and Image Time Series Analysis 2 presents supervised machine-learning-based methods for temporal evolution analysis by using image time series associated with Earth observation data. Chapter 1 addresses the fusion of multisensor, multiresolution and multitemporal data. It proposes two supervised solutions that are based on a Markov random field: the first relies on a quad-tree and the second is specifically designed to deal with multimission, multifrequency and multiresolution time series. Chapter 2 provides an overview of pixel based methods for time series classification, from the earliest shallow learning methods to the most recent deep-learning-based approaches. Chapter 3 focuses on very high spatial resolution data time series and on the use of semantic information for modeling spatio-temporal evolution patterns. Chapter 4 centers on the challenges of dense time series analysis, including pre processing aspects and a taxonomy of existing methodologies. Finally, since the evaluation of a learning system can be subject to multiple considerations, Chapters 5 and 6 offer extensive evaluations of the methodologies and learning frameworks used to produce change maps, in the context of multiclass and/or multilabel change classification issues.

Change Detection and Image Time Series Analysis 2
Language: en
Pages: 272
Authors: Abdourrahmane M. Atto
Categories: Computers
Type: BOOK - Published: 2021-12-01 - Publisher: John Wiley & Sons

Change Detection and Image Time Series Analysis 2 presents supervised machine-learning-based methods for temporal evolution analysis by using image time series
Change Detection and Image Time-Series Analysis 2
Language: en
Pages: 272
Authors: Abdourramahn Atto
Categories: Computers
Type: BOOK - Published: 2022-01-06 - Publisher: John Wiley & Sons

Change Detection and Image Time Series Analysis 2 presents supervised machine-learning-based methods for temporal evolution analysis by using image time series
Change Detection and Image Time-Series Analysis 1
Language: en
Pages: 304
Authors: Abdourramahn Atto
Categories: Computers
Type: BOOK - Published: 2022-01-06 - Publisher: John Wiley & Sons

Change Detection and Image Time Series Analysis 1 presents a wide range of unsupervised methods for temporal evolution analysis through the use of image time se
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The text is focused on the development and implementation of statistically motivated, data-driven techniques for digital image analysis of remotely sensed image
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