Lecture 12: Compressed Sensing in Multimedia Coding/Processing

Outline

  • Compressed Sensing: Quick Overview
    • Motivations. Toy Examples
    • Incoherent Bases and Restrictive Isometry Property
    • Decoding Strategy
      • L0 versus L1 versus L2
      • Basis Pursuit and Matching Pursuit
  • Compressed Sensing in Image/Video Processing
    • 2D Separable Measurement Ensemble (SME)
    • Face Recognition
    • Distributed compressed video sensing (DISCOS)
    • Layered compressed sensing for robust video transmission

Detail here Lecture