Explore our latest work in Earth Science Informatics: AI-Powered Road Network Prediction with Satellite Imagery and GPS Trajectory – A novel method for enhanced road network mapping

Diagram linking a gaze scanpath and image patches to graph features.
Conceptual research schematic.

This study presents an innovative approach for automatic road detection with deep learning, employing fusion strategies to utilize both lower-resolution satellite imagery and GPS trajectory data, a concept never explored before.

paper link: link.springer.com