Projects

A collection of data science and machine learning projects that solve real-world problems.

Arc-Mode Classification + PyQt GUI

Deep LearningComputer VisionPython

Deep-learning pipeline that classifies arc appearance modes from high-speed video, with a PyQt analysis GUI.

Moving-Object Classification from a Single Line

Deep LearningComputer Vision

Deep CNN that classifies vehicles using only single-line pixel input from traffic videos.

ESRGAN-MultiBand: Sentinel-2 Super-Resolution

Deep LearningComputer Vision

Super-resolution for multiband satellite imagery — adapted ESRGAN with domain-specific perceptual loss.

Synthetic DSM Generation with Stable Diffusion

Deep LearningComputer VisionPython

Master thesis with DLR — generative CV models that synthesize Digital Surface Models from DTM and building-mask inputs.