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...
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| Format: | eBook |
| Language: | English |
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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