{"product_id":"change-detection-and-image-time-series-analysis-1-9781119882251","title":"Change Detection and Image Time-Series Analysis 1","description":"\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. Chapter 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":"Gardners","offers":[{"title":"Default Title","offer_id":53920695582999,"sku":null,"price":18056.25,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0679\/6918\/8119\/files\/9781119882251.jpg?v=1784107703","url":"https:\/\/payment.letskitaboo.com\/ur\/products\/change-detection-and-image-time-series-analysis-1-9781119882251","provider":"Kitaboo One eStore","version":"1.0","type":"link"}