Ongoing researchAlgorithm / Wavefront Reconstruction
WTCOG + SNR-WLS Wavefront Reconstruction
A reconstruction direction combining weighted threshold centroiding with signal-to-noise-aware least-squares wavefront reconstruction.
WTCOGSNR-WLSSH-WFS
Projects
Selected Research Directions
This portfolio lists current project directions without adding unverified repository links, paper links, demos, or outcome claims.
Ongoing researchImage Restoration / Optical Sensing
SH-WFS Spot Image Denoising
Denoising workflows for Shack-Hartmann spot images in degraded sensing conditions before centroid estimation.
Spot ImagesLow-SNRDenoising
Research prototypeDeep Learning / Residual Denoising
DnCNN-BN Residual Denoising Network
Residual-learning denoising experiments for optical spot image restoration and downstream wavefront sensing workflows.
DnCNN-BNResidual LearningVST-domain
Experimental workflowAdaptive Optics / Closed-loop Correction
Adaptive Optics Closed-loop Experiment
A workflow direction connecting Shack-Hartmann sensing, computational reconstruction, and adaptive optics correction.
Wavefront SensingReconstructionCorrection
Supporting infrastructureResearch Computing / Deployment
Research Infrastructure
Supporting infrastructure for a personal academic homepage, research organization, and maintainable static deployment workflows.
VPSAPI GatewayReproducible Workflow