Publications & Ongoing Work

Research

My research interests span Medical Image Analysis, Computational Biology, Computational Pathology, and Computer Vision. I am particularly interested in problems that are grounded in Clinical Reality, where the work has to hold up not just technically but in a setting where it actually affects people. Below are my Publications and Ongoing Projects.

Publications

† Equal contribution

Ongoing Research Projects

  • Cross-Site OCT Generalization - Working at TANUH, IISc Bangalore, under Prof. Phaneendra K. Yalavarthy, on domain generalization for retinal Optical Coherence Tomography, so that models trained on one scanner and clinical site continue to hold up reliably on another, a key barrier to deploying OCT-based screening at scale.
  • eGFR from Renal Ultrasound - Working at TANUH, IISc Bangalore, on estimating eGFR (glomerular filtration rate) directly from kidney ultrasound images, with the resulting estimate serving as a physiological biometric for insurance and risk-assessment use cases.
  • KFRE Recalibration for Indian Cohorts - Working at TANUH, IISc Bangalore, on recalibrating the Kidney Failure Risk Equation for Indian CKD populations, whose demographics and disease patterns are underrepresented in the equation's original validation, to enable more reliable 2- and 5-year kidney-failure risk prediction.
  • PDS with H&E slides - Working with Prof. Yanding Zhao (Computational Biology, MBZUAI) on predicting the P53 Deficiency Score (PDS) of breast cancer patients using H&E stained histopathology slides, to improve prognostic accuracy and treatment planning.

Research Competitions