mlsanityData to 14 Oct 2026

Quaternionic Reweighted Amplitude Flow for Phase Retrieval in Image Reconstruction

arXiv 2501.02180 ↗First posted 4 Jan 2025cs.CV math.CVcited by 0

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Abstract (arXiv)

Quaternionic signal processing provides powerful tools for efficiently managing color signals by preserving the intrinsic correlations among signal dimensions through quaternion algebra. In this paper, we address the quaternionic phase retrieval problem by systematically developing novel algorithms based on an amplitude-based model. Specifically, we propose the Quaternionic Reweighted Amplitude Flow (QRAF) algorithm, which is further enhanced by three of its variants: incremental, accelerated, and adapted QRAF algorithms. In addition, we introduce the Quaternionic Perturbed Amplitude Flow (QPAF) algorithm, which has linear convergence. Extensive numerical experiments on both synthetic data and real images, demonstrate that our proposed methods significantly improve recovery performance and computational efficiency compared to state-of-the-art approaches.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 9 of its 31 references that are in the map. First posted on arXiv 4 Jan 2025.

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References · 9

  1. 2014Phase Retrieval via Wirtinger Flow: Theory and Algorithmscited by 125
  2. 2016A Geometric Analysis of Phase Retrievalcited by 92
  3. 2016Solving Systems of Random Quadratic Equations via Truncated Amplitude Flowcited by 29
  4. 2019Color image recovery using low-rank quaternion matrix completion algorithmcited by 14
  5. 2024Quaternion Nuclear Norm minus Frobenius Norm Minimization for color image reconstructioncited by 6
  6. 2024A New Cross-Space Total Variation Regularization Model for Color Image Restoration with Quaternion Blur Operatorcited by 3
  7. 2022Phase Retrieval of Quaternion Signal via Wirtinger Flowcited by 2
  8. 2023Convex Quaternion Optimization for Signal Processing: Theory and Applicationscited by 1
  9. 2023Octonion Phase Retrievalcited by 1

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