Education

Florida Polytechnic University

Master of Science in Data Science, GPA: 3.96/4.00
Thesis title: Utilizing Synthetic Image Generation with Large Language and Diffusion Models for Enhancing Autonomous Driving: A Case Study on Orange County (Florida) Emergency Calls Data
Chair: Shahram Taj, Ph.D.
Location: Lakeland, FL, USA
Graduation date: May 2024

Abstract:
This thesis explores the use of diffusion models and large language models to generate synthetic images that enhance the training data for autonomous driving algorithms. The study uses Orange County (Florida) emergency call data to create realistic and contextually relevant scenarios for improving safety systems in self-driving cars. By simulating real-world situations from emergency call data, this research contributes to safer autonomous vehicle operations. Additionally, the thesis investigates the use of word to meaningful text generation and text to image generation techniques to better understand emergency scenarios, enriching both the contextual information and visual representation required for robust autonomous vehicle decision-making.

Izmir University of Economics

Bachelor of Science in Aerospace Engineering, GPA: 3.02/4.00
Thesis title: Automated vehicle mirror adjustment using driver’s eye location
Chair: Suha Bayindir, Ph.D.
Location: Izmir, Türkiye
Graduation date: September 2021 (with Honors)

Abstract:
The focus of this thesis is on developing an automated system to adjust vehicle mirrors based on the driver’s eye location. The system employs computer vision techniques to detect the driver’s position and adjust mirrors for optimal visibility, improving driver safety and convenience. The system is designed for dynamic environments, adjusting in real-time as the driver’s position changes.