Publications & Research

Publications & Ongoing Research

Multi-Modal Classification of Breast Cancer Lesions in Digital Mammography and Contrast Enhanced Spectral Mammography Images

Computers in Biology and Medicine, December 2024

  • Developed a novel multimodal approach for breast cancer lesion classification in DM/CESM images that outperforms existing methods and uncovers new insights.
  • Contributed to writing the original draft, coding, visualization, data curation, and validation.

A Dataset of Smartphone-Captured Throat Images for Bacterial and Viral Pharyngitis Classification

Scientific Data, August 2025

  • Created a dataset by capturing throat images using smartphones for classifying Pharyngitis.
  • Collaborated with physicians to verify results, conducted technical validation, and wrote the manuscript.

Enhancing Chest X-ray Report Generation with Pathology-Guided Prompts and Vision-Language Shortcut Bias Mitigation

Submitted

  • Enhanced chest X-ray captioning by integrating VLMs, classifier prompts, and multi-modal shortcut bias mitigation techniques to generate more accurate and clinically relevant diagnostic outputs. Publication is based on my master's thesis.