{"product_id":"change-detection-and-image-time-series-analysis-1-9781789450569","title":"Change Detection and Image Time-Series Analysis 1","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\u003eChange Detection and Image Time Series Analysis 1 presents a wide range of unsupervised methods for temporal evolution analysis through the use of image time series associated with optical and\/or synthetic aperture radar acquisition modalities. \u003cbr\u003e\u003cbr\u003eChapter 1 introduces two unsupervised approaches to multiple-change detection in bi-temporal multivariate images, with Chapters 2 and 3 addressing change detection in image time series in the context of the statistical analysis of covariance matrices. Chapter 4 focuses on wavelets and convolutional-neural filters for feature extraction and entropy-based anomaly detection, and Chapter 5 deals with a number of metrics such as cross correlation ratios and the Hausdorff distance for variational analysis of the state of snow. Chapter 6 presents a fractional dynamic stochastic field model for spatio temporal forecasting and for monitoring fast-moving meteorological events such as cyclones. Chapter 7 proposes an analysis based on characteristic points for texture modeling, in the context of graph theory, and Chapter 8 focuses on detecting new land cover types by classification-based change detection or feature\/pixel based change detection. Chapter 9 focuses on the modeling of classes in the difference image and derives a multiclass model for this difference image in the context of change vector analysis.\u003c\/p\u003e","brand":"Wiley-Iste","offers":[{"title":"Hardcover","offer_id":45201546510487,"sku":"9781789450569","price":15326.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781789450569.webp?v=1767916246","url":"https:\/\/atlanticbooks.com\/products\/change-detection-and-image-time-series-analysis-1-9781789450569","provider":"Atlantic Books","version":"1.0","type":"link"}