Projects
A growing collection of the cool projects.
CrossSeizure: Learning Generalizable Representations for Cross-Dataset Epileptic Seizure Classification
A CNN-Transformer hybrid framework for generalizable epileptic seizure detection across diverse EEG datasets.
Embeddings are Noise Eliminators: Ablation Studies to Show What is Eliminated in Foundation Models
Investigating how foundation model embeddings intrinsically filter non-clinical noise in medical imaging through systematic ablation studies.
Submitted to Radiology - Artificial Intelligence (Technical Developments)
The Connection Between Mycobacterium Tuberculosis and Macrophage Cells in Lung Cancer Progression
An exploratory study for investigating how M. tuberculosis infection alters macrophage metabolism and identifies potential drug targets using genome-scale metabolic modeling.
Triton Town Autonomous Vehicles
An engineering study for developing a deep learning-driven autonomous vehicle with real-time navigation and object detection using Raspberry Pi and computer vision algorithms.
Conformal Ultrasonic Device for Non-Invasive Central Blood Pressure Monitoring
An engineering study focused on developing a conformal ultrasonic device using stretchable circuit patterning for non-invasive monitoring of central blood pressure and deep-tissue hemodynamics.
Nature Biomedical Engineering, 2018
Deep Learning for Plankton Image Retrieval
Automating plankton image labeling and retrieval using CNNs and approximate nearest neighbor search to accelerate oceanographic research.