Railway transportation analytics with computer vision

Overview

Built computer vision solutions for railway transportation analytics, aligned with logistics requirements and operational constraints.

What I did

• Defined logistics-oriented requirements for vision-driven railway analytics.
• Designed and refined object detection training workflows.
• Tuned model architectures and data preparation strategy for robust deployment.

Impact

• Improved object detection performance by more than 2× through pipeline, architecture, and augmentation refinements.
• Established a practical analytics foundation for real-world railway monitoring workflows.

Tech

Computer Vision · Object Detection · Model Training · Dataset Augmentation · Python