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Lab
Research Notes & Workflow
A restrained space for SH-WFS visualization, wavefront sensing workflow notes, optical reconstruction ideas, and research prototype organization.
Workflow
Wavefront Sensing Pipeline
A simple lab view of the same sensing-to-correction sequence used across the homepage.
02
Spot Image Denoising
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Centroid Estimation
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SNR-weighted Reconstruction
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Adaptive Optics Correction
Directions
Lab Notes
These items describe visualization and organization directions only. They do not claim completed results.
SH-WFS visualization
Visual organization for Shack-Hartmann spot arrays, local spot displacement, and measurement reliability notes.
Wavefront sensing workflow
A structured view of the sensing-to-reconstruction process used to keep research ideas and implementation stages aligned.
Optical reconstruction notes
Concise notes for centroid estimation, low-SNR measurements, and SNR-weighted reconstruction assumptions.
Research prototypes
Prototype directions may be summarized here when they are useful for research organization, without implying public release or verified results.
Content note
Research context only
- No unverified publications, awards, repositories, or performance claims are listed here.
- Visual elements are used to explain optical engineering context, not to present experimental results.
- Public links can be added later only when they are verified and ready to share.