Career Profile
I build AI/ML systems that improve medical imaging quality and workflow efficiency. My work blends rigorous optimization and statistical methods with deep learning to deliver reliable, clinically meaningful solutions. I enjoy translating clinical questions into deployable models and collaborating across imaging science, product, and clinical teams.
Experience
CT Clinical Scientist
GE HealthCare
2023–Present
Lead validation and deployment of AI-enabled CT workflow automation (e.g., dual-energy map generation, orientation automation). Coordinate multi-site collaborations evaluating health-economic impact (reduced acquisition time, lower radiologist/CT tech load).
Technologies Used: Machine Learning, Deep Learning, Python, PyTorch, MATLAB
Research Assistant — RAI Labs (CVIT)
Duke University
2020–2023
Protocol optimization and AI harmonization for CT/CXR to reduce cross-site variability and improve downstream AI performance. Built physics-informed DNNs and automated pipelines to extract biomarkers and enhance quantitative reliability.
Technologies Used: Physics-informed DNNs, Optimization, PyTorch, MATLAB, Python
Researcher — Cyber Physical Security Lab (CPSL)
Duke University
2018–2020
Developed statistical model checking for safety and fairness of learning-enabled cyber-physical systems including medical devices and robots.
Technologies Used: Python, MATLAB, ROS, Gazebo, Webots
Researcher — Human & Robot Interaction Lab (TaarLab)
University of Tehran
2014–2018
Built obstacle-avoidance and anti-oscillation control algorithms; developed data-fusion pipelines for robust autonomous control.
Technologies Used: MATLAB, ROS, Gazebo, C++, Gurobi
Publications
Medical Imaging 2022, Physics of Medical Imaging
Medical Imaging 2022, Computer-Aided Diagnosis
ACM/IEEE ICCPS 2021
Medical Imaging 2021, Physics of Medical Imaging
Medical Imaging 2021, Physics of Medical Imaging
Journal of Intelligent & Robotic Systems
ACM Transactions on Embedded Computing Systems (TECS)
Proc. IMechE Part C: Journal of Mechanical Engineering Science
Mechanism and Machine Theory
International Journal of Electrical Power & Energy Systems
Volunteering
President/Vice-President/Treasurer
Graduate Student Association of Iranians at Duke
2019–2022
Organized 60+ cultural and community events; created a supportive space for Iranian students to share concerns, accomplishments, and feedback.
Co-founder/Board member
Literature and Cultural Center, NST Department, University of Tehran
2016–2017