Change Detection and Image Time-Series Analysis 1

Change Detection and Image Time-Series Analysis 1
Author : Abdourramahn Atto
Publisher : John Wiley & Sons
Total Pages : 304
Release : 2022-01-06
ISBN 10 : 9781789450569
ISBN 13 : 178945056X
Language : EN, FR, DE, ES & NL

Change Detection and Image Time-Series Analysis 1 Book Description:

Change 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.

Change Detection and Image Time-Series Analysis 1
Language: en
Pages: 304
Authors: Abdourramahn Atto
Categories: Computers
Type: BOOK - Published: 2022-01-06 - Publisher: John Wiley & Sons

Change Detection and Image Time Series Analysis 1 presents a wide range of unsupervised methods for temporal evolution analysis through the use of image time se
Change Detection and Image Time Series Analysis 2
Language: en
Pages: 272
Authors: Abdourrahmane M. Atto
Categories: Computers
Type: BOOK - Published: 2021-12-01 - Publisher: John Wiley & Sons

Change Detection and Image Time Series Analysis 2 presents supervised machine-learning-based methods for temporal evolution analysis by using image time series
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