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Change Detection and Image Time Series Analysis 2: Supervised Methods, Atto Abdourrahmane M., Bovolo Francesca, Bruzzone Lorenzo


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Автор: Atto Abdourrahmane M., Bovolo Francesca, Bruzzone Lorenzo
Название:  Change Detection and Image Time Series Analysis 2: Supervised Methods
ISBN: 9781789450576
Издательство: Wiley
Классификация:


ISBN-10: 1789450578
Обложка/Формат: Hardcover
Страницы: 272
Вес: 0.56 кг.
Дата издания: 08.12.2021
Язык: English
Размер: 23.39 x 15.60 x 1.60 cm
Читательская аудитория: Professional & vocational
Подзаголовок: Supervised methods
Ссылка на Издательство: Link
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Поставляется из: Англии
Описание: Change 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.



Supervised machine learning for kids (tinker toddlers)

Автор: Dr. Dhoot, Dhoot
Название: Supervised machine learning for kids (tinker toddlers)
ISBN: 1950491072 ISBN-13(EAN): 9781950491070
Издательство: Неизвестно
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Цена: 3492.00 р.
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Описание: Tinker Toddlers is a series designed to introduce first nonfiction emerging STEM concepts to babies, toddlers, and preschoolers. Dion is not an ordinary machine. He has a superpower - he can learn. And Aria knows exactly what to teach him. Follow along as she teaches Dion all about cats and dogs.

Change Detection and Image Time-Series Analysis 1: Unervised Methods

Автор: Atto Abdourramahn, Bovolo Francesca, Bruzzone Lorenzo
Название: Change Detection and Image Time-Series Analysis 1: Unervised Methods
ISBN: 178945056X ISBN-13(EAN): 9781789450569
Издательство: Wiley
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Цена: 21851.00 р.
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Описание: 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.

Mathematical methods in time series analysis and digital image processing

Автор: Dahlhaus
Название: Mathematical methods in time series analysis and digital image processing
ISBN: 3540756310 ISBN-13(EAN): 9783540756316
Издательство: Springer
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Цена: 16769.00 р.
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Описание: Intends to bring together research directions in theoretical signal and imaging processing developed rather independently in electrical engineering, theoretical physics, mathematics and the computer sciences. This book summarizes work carried out in the field of theoretical signal and image processing.

Advances in Face Detection and Facial Image Analysis

Автор: Michal Kawulok; Emre Celebi; Bogdan Smolka
Название: Advances in Face Detection and Facial Image Analysis
ISBN: 3319259563 ISBN-13(EAN): 9783319259567
Издательство: Springer
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Цена: 13974.00 р.
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Описание: Topicsof interest include face and facial landmark detection, face recognition, facialexpression and emotion analysis, facial dynamics analysis, face classification,identification, and clustering, and gaze direction and head pose estimation, aswell as applications of face analysis.

Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video

Автор: Isupova
Название: Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video
ISBN: 3319755072 ISBN-13(EAN): 9783319755076
Издательство: Springer
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Цена: 15372.00 р.
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Описание: The book introduces novel Bayesian topic models for detection of events that are different from typical activities and a novel framework for change point detection for identifying sudden behavioural changes.Behaviour analysis and anomaly detection are key components of intelligent vision systems.

Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video

Автор: Isupova Olga
Название: Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video
ISBN: 303009250X ISBN-13(EAN): 9783030092504
Издательство: Springer
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Цена: 15372.00 р.
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Описание: The book introduces novel Bayesian topic models for detection of events that are different from typical activities and a novel framework for change point detection for identifying sudden behavioural changes.Behaviour analysis and anomaly detection are key components of intelligent vision systems.

Spatio-temporal Image Analysis for Longitudinal and Time-Series Image Data

Автор: Stanley Durrleman; Tom Fletcher; Guido Gerig; Marc
Название: Spatio-temporal Image Analysis for Longitudinal and Time-Series Image Data
ISBN: 3319149040 ISBN-13(EAN): 9783319149042
Издательство: Springer
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Цена: 5590.00 р.
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Описание:

Longitudinal Registration and Shape Modeling.- Longitudinal Modeling.- Reconstruction from Longitudinal Data.- 4D Image Processing.

Advances in Face Detection and Facial Image Analysis

Автор: Kawulok Michal, Celebi Emre, Smolka Bogdan
Название: Advances in Face Detection and Facial Image Analysis
ISBN: 3319798642 ISBN-13(EAN): 9783319798646
Издательство: Springer
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Цена: 6986.00 р.
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Описание: Topicsof interest include face and facial landmark detection, face recognition, facialexpression and emotion analysis, facial dynamics analysis, face classification,identification, and clustering, and gaze direction and head pose estimation, aswell as applications of face analysis.

Advances in 3D Image and Graphics Representation, Analysis, Computing and Information Technology: Methods and Algorithms, Proceedings of Ic3dit 2019,

Автор: Kountchev Roumen, Patnaik Srikanta, Shi Junsheng
Название: Advances in 3D Image and Graphics Representation, Analysis, Computing and Information Technology: Methods and Algorithms, Proceedings of Ic3dit 2019,
ISBN: 9811538654 ISBN-13(EAN): 9789811538650
Издательство: Springer
Цена: 27950.00 р.
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Описание: This book gathers selected papers presented at the conference "Advances in 3D Image and Graphics Representation, Analysis, Computing and Information Technology," one of the first initiatives devoted to the problems of 3D imaging in all contemporary scientific and application areas.

Image Analysis, Random Fields and Markov Chain Monte Carlo Methods

Автор: Gerhard Winkler
Название: Image Analysis, Random Fields and Markov Chain Monte Carlo Methods
ISBN: 3642629113 ISBN-13(EAN): 9783642629112
Издательство: Springer
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Цена: 13974.00 р.
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Описание: "This book is concerned with a probabilistic approach for image analysis, mostly from the Bayesian point of view, and the important Markov chain Monte Carlo methods commonly used....This book will be useful, especially to researchers with a strong background in probability and an interest in image analysis.

Mathematical Methods for Signal and Image Analysis and Representation

Автор: Luc Florack; Remco Duits; Geurt Jongbloed; Marie-C
Название: Mathematical Methods for Signal and Image Analysis and Representation
ISBN: 1447158903 ISBN-13(EAN): 9781447158905
Издательство: Springer
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Цена: 15372.00 р.
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Описание: This book presents a mathematical methodology for image analysis tasks at the edge of current research, including anisotropic diffusion filtering of tensor fields. Instead of specific applications, it explores methodological structures on which they are built.


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