[ TRACK // PROFESSIONAL & WORK PORTFOLIO ]ID: ci-cervical-lbc
CI Cervical LBC — Deblurring & Image Restoration
Research project to clean up noise and blur from Pap smear slides. Evaluates the impact of generative diffusion models against classic mathematical deblurring to avoid medical 'hallucinations'.
PythonPyTorchDiffPIRUniversity
FIG: Cervical LBC Deblurring
Medical Image Deblurring
Evaluates mathematical methods (Total Variation) vs Deep Learning (UNet, DiffPIR) for the restoration of LBC cytology images. Shows that while generative diffusion models produce sharp visual results, supervised UNet architectures provide the highest clinical safety against synthetic hallucinations.