Part 4: Classical Image Reconstruction

Chapter 16: Phase Retrieval and Phaseless Imaging

Intermediate~120 min

Learning Objectives

  • Explain why phase retrieval is fundamentally harder than linear inverse problems
  • Derive PhaseLift as a semidefinite relaxation of the phase retrieval problem
  • Implement Wirtinger flow and prove its local convergence guarantee
  • Apply phase retrieval algorithms to RF imaging scenarios with magnitude-only measurements
  • Understand the role of coded measurements and sparsity in phaseless imaging

Sections

Prerequisites

💬 Discussion

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