Master's Thesis

Evaluating Synthetic Data for Computer Vision in Maritime Applications

GitHub
Demo

Description

For my Master's thesis, I am investigating how the realism of synthetic training data affects the ability of deep learning models to detect and classify ships in real-world maritime imagery. As a part of the process, I am building and improving a synthetic data generation pipeline based on Unreal Engine and evaluating the performance of models trained on synthetic data. This project is in collaboration with Nautrik.

Tech Stack

Unreal Engine, YOLO26, PyTorch, Python, FiftyOne