Lecture 12: Compressed Sensing in Multimedia Coding/Processing

• 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