High-Dimensional and Low-Quality Visual Information Processing

From Structured Sensing and Understanding

Paperback Engels 2016 9783662525630
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Samenvatting

This thesis primarily focuses on how to carry out intelligent sensing and understand the high-dimensional and low-quality visual information. After exploring the inherent structures of the visual data, it proposes a number of computational models covering an extensive range of mathematical topics, including compressive sensing, graph theory, probabilistic learning and information theory. These computational models are also applied to address a number of real-world problems including biometric recognition, stereo signal reconstruction, natural scene parsing, and SAR image processing.

Specificaties

ISBN13:9783662525630
Taal:Engels
Bindwijze:paperback
Uitgever:Springer Berlin Heidelberg

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Inhoudsopgave

Introduction.- Sparse Structure for Visual Signal Sensing.- Graph Structure for Visual Signal Sensing.- Discriminative Structure for Visual Signal Understanding.- Information Theoretic Structure for Visual Signal Understanding.- Conclusions.

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        High-Dimensional and Low-Quality Visual Information Processing