Robust Subspace Estimation Using Low-Rank Optimization Theory and Applications /

• Main Authors: Oreifej, Omar (Author), Shah, Mubarak (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2014.
• Series: The International Series in Video Computing, 12
• Subjects: Computer science.; Computer graphics.; Computer Science.; Computer Imaging, Vision, Pattern Recognition and Graphics.

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...

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.