Master's student in Computer Science (AI & Data Science) at OTH Regensburg, focused on computer vision.
- Interests: object detection, multi-object tracking, aerial imagery, vision transformers, infrared / multispectral imaging, generative models
| Project | What | Tech |
|---|---|---|
| Aerial MOT & Speed Estimation | Vehicle tracking in drone videos and speed estimation in km/h without telemetry: YOLO11 + BoT-SORT, camera-motion compensation, camera geometry inferred from vehicle sizes – HOTA 0.58 on VisDrone, 1.8 km/h speed error on synthetic oblique scenes | PyTorch, YOLO11, OpenCV, ROCm |
| Road Damage Detection & Classification | Crack & pothole detection (YOLO11) and classification with ViT vs. Swin Transformer on RDD2022 – 96 % accuracy | PyTorch, YOLO, Transformers |
| Smart Parking – License Plate Recognition | Real-time plate recognition on a Raspberry Pi with YOLOv8 + OCR, MQTT integration | YOLOv8, EasyOCR, Raspberry Pi |
| Project | What | Tech |
|---|---|---|
| Aluminium Price Forecasting | Baselines vs. ML vs. LSTM/GRU/Transformer for metal price returns | scikit-learn, XGBoost, PyTorch |
| Project | What | Tech |
|---|---|---|
| Muskel Management | Gym management web app with payments, 2FA, REST API | Spring Boot, Thymeleaf, Docker |
| Classifieds Platform | Classifieds web app on MongoDB | Spring Boot, MongoDB |
| ReversiXT Game AI | Team project: AI client for a 2–8 player Reversi variant – Best-Reply Search with alpha-beta pruning and iterative deepening under time limits | Java, Gradle |
| Slot Machine | Early Java project: slot machine game with GUI and jackpot | Java, Swing |
Python · PyTorch · Ultralytics YOLO · OpenCV · Supervision · scikit-learn · Java · Spring Boot · Docker · Git