High-Dimensional and Low-Quality Visual Information Processing E-Book

Yue Deng

• Herausgeber: Springer Berlin
• Kategorie: Wissenschaft und neue Technologien
• Serie: Springer Theses
• Sprache: Englisch

Veröffentlichungsjahr: 2014

Beschreibung

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.