Accelerating Breast Cancer Diagnosis: AI-Driven Triage and Prioritization in Mammography
2026 SIAM Conference on Mathematics of Data Science (MDS26) • Poster
Presentation
Showcased the mathematical formulation of the Cumulative Urgency Score for mammography
triage and clinical workload acceleration.
Density and BI-RADS - Aware Triage and Automatic Report Generation System for Mammography
Georgia State Undergraduate Research Conference (GSURC), 2026 • Poster
Presentation
Presented automated report generation and density-aware triage results evaluated on the DMID
and VinDr-Mammo datasets.
Modeling Wound Healing Without Migration and Proliferation
Summer Undergraduate Research Symposium (SURS), 2024 • Poster
Presentation
Presented CompuCell3D Q-Potts modeling of purse-string and cell-fusion mechanisms during
epithelial sheet wound closure.
Morphological Feature Analysis of Retinal Pigment Epithelial Cell from Mice during Aging
Georgia State Undergraduate Research Conference (GSURC), 2025 • Poster
Presentation
Reported on 133 morphological and texture feature extractions from 326 RPE cell images using
a 90%+ F1 stacking ensemble.
Enhanced Physics-Informed Neural Networks for Collective Cancer Invasion
Summer Undergraduate Research Symposium (SURS), 2025 • Best Project
Award
Demonstrated continuous mesh-free PDE solutions using PyTorch autograd, TFNO, and Augmented
Lagrangian Methods for cancer invasion dynamics.