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portada Change Detection and Image Time Series Analysis 2: Supervised Methods
Type
Physical Book
Publisher
Author
Language
English
Pages
272
Format
Hardcover
ISBN13
9781789450576
Edition No.
1

Change Detection and Image Time Series Analysis 2: Supervised Methods

A Atto (Author) · Iste Ltd · Hardcover

Change Detection and Image Time Series Analysis 2: Supervised Methods - A Atto

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Synopsis "Change Detection and Image Time Series Analysis 2: Supervised Methods"

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.

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