{"product_id":"change-detection-and-image-time-series-analysis-9781789450576","title":"Change Detection and Image Time-Series Analysis","description":"\u003cp\u003e • Author(s): Abdourramahn Atto\u003cbr\u003e • Publisher: Wiley-Iste\u003cbr\u003e • Publisher Imprint: Wiley-Iste\u003cbr\u003e • BISAC: Image Processing\u003c\/p\u003e\u003cp\u003e\u003ci\u003eChange Detection and Image Time Series Analysis 2\u003c\/i\u003e 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.\u003cbr\u003e\u003cbr\u003eChapter 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.\u003cbr\u003e\u003cbr\u003eChapter 3 focuses on very high spatial resolution data time series and on the use of semantic information for modeling spatio-temporal evolution patterns.\u003cbr\u003e\u003cbr\u003eChapter 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,\u003cbr\u003e\u003cbr\u003eChapters 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":"Wiley-Iste","offers":[{"title":"Hardcover","offer_id":45201546051735,"sku":"9781789450576","price":10896.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781789450576.webp?v=1769207885","url":"https:\/\/atlanticbooks.com\/products\/change-detection-and-image-time-series-analysis-9781789450576","provider":"Atlantic Books","version":"1.0","type":"link"}