{"product_id":"change-detection-and-image-time-series-analysis-2-9781119882282","title":"Change Detection and Image Time Series Analysis 2","description":"\u003cp\u003eChange 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.\u003c\/p\u003e","brand":"Gardners","offers":[{"title":"Default Title","offer_id":53920703774999,"sku":null,"price":18056.25,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0679\/6918\/8119\/files\/9781119882282_bc77535d-fae5-450c-9969-8615e2991690.jpg?v=1784107704","url":"https:\/\/payment.letskitaboo.com\/products\/change-detection-and-image-time-series-analysis-2-9781119882282","provider":"Kitaboo One eStore","version":"1.0","type":"link"}