High-Dimensional and Low-Quality Visual Information Processing
Autor: | Deng, Yue |
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EAN: | 9783662445259 |
Sachgruppe: | Technik |
Sprache: | Englisch |
Seitenzahl: | 116 |
Produktart: | Gebunden |
Veröffentlichungsdatum: | 18.09.2014 |
Untertitel: | From Structured Sensing and Understanding |
Schlagworte: | Bildbearbeitung Bildverarbeitung Data Mining (EDV) Datenverarbeitung / Datenverschlüsselung, Kryptografie Grafik (EDV) / Bildverarbeitung |
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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.