Robust Subspace Estimation Using Low-Rank Optimization Theory and Applications

Various fundamental applications in computer vision and machine learning require finding the basis of a certain subspace. Examples of such applications include face detection, motion estimation, and activity recognition. An increasing interest has been recently placed on this area as a result of sig...

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Bibliographic Details
Main Authors: Oreifej, Omar, Shah, Mubarak (Author)
Format: eBook
Language:English
Published: Cham Springer International Publishing 2014, 2014
Edition:1st ed. 2014
Series:The International Series in Video Computing
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • Introduction
  • Background and Literature Review
  • Seeing Through Water: Underwater Scene Reconstruction
  • Simultaneous Turbulence Mitigation and Moving Object Detection
  • Action Recognition by Motion Trajectory Decomposition
  • Complex Event Recognition Using Constrained Rank Optimization
  • Concluding Remarks
  • Extended Derivations for Chapter 4