kqwang/phase-recovery

• highreadme#1

  Reposition the README's opening to clearly state it's a curated resource list

  原因：

  当前

  # Resources for phase recovery
  # Released from here
  Here, we refer to *“calculating the phase of a light field from its amplitude/intensity measurements”* as phase recovery (PR), which contains many techniques and algorithms, such as holography/interferometry, transport of intensity equation (TIE), phase retrieval (optimization-based approaches), wavefront sensing, and deep-learning-based approaches.

  复制粘贴的修复

  复制

  # A Curated List of Resources for Phase Recovery (Phase Imaging, Phase Retrieval, Phase Reconstruction)
  This repository provides a comprehensive, curated collection of resources, including papers, groups, companies, and workshops, related to phase recovery. It covers various techniques and algorithms, such as holography/interferometry, transport of intensity equation (TIE), phase retrieval (optimization-based approaches), wavefront sensing, and deep-learning-based approaches.

  待办完成忽略
• mediumreadme#2

  Explicitly state the repo's value for comparing methods in the README introduction

  原因：

  复制粘贴的修复

  复制

  This collection is particularly useful for understanding and comparing various approaches, including traditional and deep-learning-based methods for phase recovery.

  待办完成忽略
• mediumtopics#3

  Add 'awesome-list' and 'resources' to the repository topics

  原因：

  当前

  computational-imaging, deep-learning, holography, interferometry, phase-imaging, phase-reconstruction, phase-recovery, phase-retrieval, ptychography, wavefront-sensing

  复制粘贴的修复

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  computational-imaging, deep-learning, holography, interferometry, phase-imaging, phase-reconstruction, phase-recovery, phase-retrieval, ptychography, wavefront-sensing, awesome-list, resources

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How to reconstruct the phase of a light field from its measured intensity data?

  你：未被推荐
  AI 推荐顺序：

  1. Gerchberg-Saxton Algorithm
  2. Fienup's Hybrid Input-Output (HIO) Algorithm
  3. Error Reduction (ER) Algorithm
  4. Ptychography
  5. ePIE (extended Ptychographical Iterative Engine)
  6. rPIE (reweighted Ptychographical Iterative Engine)
  7. Transport of Intensity Equation (TIE)
  8. Digital Holography
  9. Off-axis Holography
  10. In-line Holography
  11. U-Net
  12. Generative Adversarial Networks (GANs)
  13. Wigner Distribution Deconvolution

  AI 推荐了 13 个替代方案，却始终没点名 kqwang/phase-recovery。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Comparing deep learning approaches for computational phase imaging versus traditional methods?

  你：未被推荐
  AI 推荐顺序：

  1. PyTorch
  2. TensorFlow
  3. JAX
  4. DeepMind's Haiku
  5. Flax
  6. SciPy
  7. OpenCV
  8. MATLAB
  9. NumPy
  10. Pillow

  AI 推荐了 10 个替代方案，却始终没点名 kqwang/phase-recovery。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of kqwang/phase-recovery?

  pass
  ✓AI 明确点名了 kqwang/phase-recovery

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts kqwang/phase-recovery in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 kqwang/phase-recovery

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo kqwang/phase-recovery solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 kqwang/phase-recovery

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？