Statistical Image Processing and Multidimensional Modeling
Examples abound throughout remote sensing (satellite data mapping, data assimilation, climate-change studies, land use), medical imaging (organ segmentation, anomaly detection), computer vision (image classification, segmentation), and other 2D/3D problems (biological imaging, porous media). The goa...
Main Author: | |
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Format: | eBook |
Language: | English |
Published: |
New York, NY
Springer New York
2011, 2011
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Edition: | 1st ed. 2011 |
Series: | Information Science and Statistics
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Subjects: | |
Online Access: | |
Collection: | Springer eBooks 2005- - Collection details see MPG.ReNa |
Table of Contents:
- Introduction
- Inverse problems
- Static estimation and sampling
- Dynamic estimation and sampling
- multidimensional modelling
- Markov random fields
- Hidden markov models
- Changes of basis
- Linear systems estimation
- Kalman filtering and domain decomposition
- Sampling and monte carlo methods