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Chellappa / Sankaranarayanan / Veeraraghavan

Statistical Methods and Models for Video-based Tracking, Modeling, and Recognition

Medium: Buch
ISBN: 978-1-60198-314-5
Verlag: Now Publishers
Erscheinungstermin: 01.02.2010
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Computer vision systems attempt to understand a scene and its components from mostly visual information. The geometry exhibited by the real world, the influence of material properties on scattering of incident light, and the process of imaging introduce constraints and properties that are key to solving some of these tasks. In the presence of noisy observations and other uncertainties, the algorithms make use of statistical methods for robust inference. In this paper, we highlight the role of geometric constraints in statistical estimation methods, and how the interplay of geometry and statistics leads to the choice and design of algorithms. In particular, we illustrate the role of imaging, illumination, and motion constraints in classical vision problems such as tracking, structure from motion, metrology, activity analysis and recognition, and appropriate statistical methods used in each of these problems.


Produkteigenschaften


  • Artikelnummer: 9781601983145
  • Medium: Buch
  • ISBN: 978-1-60198-314-5
  • Verlag: Now Publishers
  • Erscheinungstermin: 01.02.2010
  • Sprache(n): Englisch
  • Auflage: 1. Auflage 2010
  • Serie: Foundations and Trends® in Signal Processing
  • Produktform: Kartoniert
  • Seiten: 160
  • Format (B x H): 156 x 234 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

1: Introduction 2: Geometric Models for Imaging 3: Statistical Estimation Techniques 4: Detection, Tracking, and Recognition in Video 5: Statistical Analysis of Structure and Motion Algorithms 6: Shape, Identity and Activity Recognition 7: Future Trends. Acknowledgements. References.