Smartphone Photo Scanning and Restoration
Created a semi-supervised pipeline and dataset for restoring smartphone-scanned images.
Portfolio
Frozen-to-FFPE Histopathology Restoration
Developed Latent Diffusion Models with histopathology pretraining to restore frozen tissue images for diagnostic accuracy.
Blending and Retouching Photos with Color Style Transfer
Proposed a new supervised color style transfer technique based on low-level transformations.
DISC: Self-Distilled LDM for Grading Prostate Cancer
Proposed a self-distillation strategy for Latent Diffusion Models to improve the accuracy in mask-to-histopathology image translation.