🎯 Junior Test / Validation Engineer | Computer Vision & AI | Embedded & Robotics 📍 Germany | Open to Junior & Entry-Level Roles
I am a Computer Science (M.Sc.) graduate with an Electronics background, focused on testing, validation, and quality assurance of embedded, robotic, and software systems.
My Master's thesis delivered a production-ready AI annotation system (TARA) integrating YOLOv8, SAM, DeepSORT, and TransReID — achieving an 18× speedup over manual annotation.
My strength lies in system-level thinking — validating behavior, testing interfaces, verifying sensor data, and ensuring reliability across software–hardware boundaries.
Production-ready AI desktop application · Universität Passau · 2024-2025
An end-to-end automated annotation pipeline for Person Re-Identification datasets, built on top of LabelMe with a full Qt GUI.
| What | Result |
|---|---|
| Annotation speed | 18× faster than manual (10s/frame vs 120–180s) |
| Best detection precision | 0.9229 (Hybrid YOLO + SAM) |
| Best mAP | 0.6457 (Hybrid + TransReID) |
| Tracking accuracy | IDF1 85.4% (DeepSORT) |
Tech stack: Python · PyTorch · YOLOv8/v11 · SAM · FastReID · TransReID · OSNet · DeepSORT · PyQt5 · OpenCV · threading · pytest
Key engineering highlights:
- Modular detection → tracking → ReID pipeline with live frame preview
- Thread-safe QThread architecture with GPU memory guard & CPU fallback
- CLAHE preprocessing for low-light robustness
- Full evaluation: MOTA, MOTP, IDF1, Precision, Recall, mAP
- Unit test suite + centralised config + model validator on startup
Electronically tunable embedded system prototype
- Embedded control logic · Configuration profiles · System validation & fault handling
IMU + LiDAR sensor integration with safety monitoring
- Modular ROS2 architecture · Sensor validation · Safety monitoring node
- Test Engineering: Test case design, execution, defect reporting
- Embedded Testing: ESP32, Arduino, UART / I²C / SPI
- Robotics Validation: ROS2 nodes, sensor fusion, safety monitoring
- Software Testing: Manual testing, API testing, unit testing (pytest)
- Test Automation: PyTest, Playwright (E2E)
- CI & Tooling: Git, GitHub Actions, Linux
Languages: Python, C/C++, Bash AI / CV: PyTorch, OpenCV, YOLOv8, SAM, DeepSORT, FastReID, TransReID Frameworks & Tools: ROS2, PyTest, Playwright, Postman, PyQt5 Systems: Linux, Embedded Linux basics Domains: Computer Vision, Embedded Systems, Robotics, QA / Validation
- ISTQB Foundation Level (testing fundamentals)
- Embedded & Robotics system validation
- Structured test documentation (German QA standards)
- Junior Test Engineer / Validation Engineer roles
- Computer Vision / AI Engineer roles
- Embedded & Robotics testing positions
- Automotive, Industrial, MedTech, R&D environments
📧 asadullahrahoo1998@gmail.com 💼 GitHub: https://github.com/AsadRahu60