Software & Open Source
I release my research as documented, reproducible, open-source software so that other groups can use it without specialized hardware. Each project below links to its repository.
Geometry-Informed Overtaking Tracker
Computer vision pipeline for detecting and examining vehicle overtaking events from a single bicycle-mounted camera. Combines RT-DETR detection and ByteTrack tracking with a three-stage geometric validation module that rejects physically implausible detections. Python.
Injury-Risk Vehicle Type Classifier
Two-stage classification system that sorts passing vehicles into six categories defined by injury risk to cyclists, using a fine-tuned vision transformer with confidence-based abstention. Released with training code, evaluation utilities, and model weights. Python.
DigitwiML
Machine learning platform for digital-twin modeling of biological dynamics in space environments (digital twin of C. elegans), built for the NASA Space Apps Challenge, where it was named a Global Finalist (2023). A first step applying data-driven dynamical modeling beyond transportation. Python.