High-dimensional and low-quality visual information processing : from structured sensing and understanding / Yue Deng.

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High-dimensional and low-quality visual information processing : from structured sensing and understanding / Yue Deng.

9783662445266 (electronic book)
3662445263 (electronic book)
9783662445259
3662445255

Heidelberg : Springer, [2015]

©2015

English

1 online resource.

10.1007/978-3-662-44526-6 doi

TA1634

006.37

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.

"Doctoral thesis accepted by Tsinghua University, Beijing, China."

Includes bibliographical references and index.

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