Change Detection and Image Time Series Analysis 2Author :
Hardback
Published : Tuesday 4 January 2022
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.
You may also like ...
![Product](https://abcbooksimages.s3.eu-west-1.amazonaws.com/sBookimagesFlat2020/9782330168889.jpg)
Hardback
14 Dec 2023
Individual photographers
€29.84
Extended stock – Dispatch 5-7 days
![Product](https://abcbooksimages.s3.eu-west-1.amazonaws.com/sBookimagesFlat2020/9781839042928.jpg)
by
Paperback
05 Oct 2023
Plays, playscripts
€12.86
Extended stock – Dispatch 5-7 days
![Product](https://abcbooksimages.s3.eu-west-1.amazonaws.com/sBookimagesFlat2020/9781108746571.jpg)
by
Paperback
21 Sep 2023
European history
€30.41
Extended stock – Dispatch 5-7 days
Reviews