Warehouse CAD to SQL
Consafe Logistics Group, Lund, Sweden · Feb – Jun 2025
Warehouse CAD layouts read by computer vision and written out as SQL database structures.
Warehouse CAD to SQLComputer Vision Pipeline · visuals coming soon
The Master’s thesis: Automated SQL Command Generation from Digital Diagrams Using Computer Vision Techniques, written with Consafe Logistics Group in Lund and graded 4 on a 3 to 5 scale.
A warehouse layout arrives as a CAD drawing and leaves as a relational database. YOLO models detect the layout elements in the drawing, and the pipeline turns what they find into SQL structures ready for a warehouse management system to consume.
The dataset was built by hand along the way: annotated in CVAT, augmented with Albumentations, and trained on an HPC cluster scheduled by Slurm.
What it does
- End to end: image ingestion to structured relational output, production-ready.
- YOLO object detection over warehouse CAD layouts.
- Dataset annotated in CVAT and augmented with Albumentations.
- Trained on an HPC cluster under the Slurm workload manager.
Stack
← Back to portfolioYOLOPythonComputer VisionCVATAlbumentationsNumPySlurmSQL