News & Updates

This page shares research updates, project milestones, and academic progress.

Recent Updates

New preprint on weakly supervised pneumonia localization

I completed a research manuscript on weakly supervised pneumonia localization from chest X-rays using deep neural networks and Grad-CAM explanations.

Ongoing work on uncertainty-aware lung segmentation

I am currently developing an uncertainty-focused evaluation pipeline for lung segmentation using nnU-Net v2 ensemble models.

Expanding research into temporal vision

I am exploring future work in temporal video matting, with an emphasis on explainable confidence maps and robust edge-aware modeling.

Academic profile development

I am actively growing my publication roadmap, open-source portfolio, and long-term research direction in applied AI.

Suggested Future Update Ideas