LIGHTHOUSE: Fast and precise distance to shoreline calculations from anywhere on earth
Beukema, Patrick, Herzog, Henry, Zhang, Yawen, Pitelka, Hunter, Bastani, Favyen
–arXiv.org Artificial Intelligence
We introduce a new dataset and algorithm for fast and efficient coastal distance calculations from Anywhere on Earth (AoE). Existing global coastal datasets are only available at coarse resolution (e.g. 1-4 km) which limits their utility. Publicly available satellite imagery combined with computer vision enable much higher precision. We provide a global coastline dataset at 10 meter resolution, a 100+ fold improvement in precision over existing data. To handle the computational challenge of querying at such an increased scale, we introduce a new library: Layered Iterative Geospatial Hierarchical Terrain-Oriented Unified Search Engine (Lighthouse). Lighthouse is both exceptionally fast and resource-efficient, requiring only 1 CPU and 2 GB of RAM to achieve millisecond online inference, making it well suited for real-time applications in resource-constrained environments.
arXiv.org Artificial Intelligence
Jun-24-2025
- Country:
- Antarctica (0.07)
- Europe > Italy
- North America
- Greenland (0.04)
- United States
- Hawaii (0.05)
- South Carolina > Charleston County
- Charleston (0.04)
- Oceania > Micronesia (0.06)
- Genre:
- Research Report (0.40)
- Industry:
- Technology:
- Information Technology
- Artificial Intelligence
- Machine Learning (0.47)
- Vision (0.50)
- Information Management > Search (0.34)
- Artificial Intelligence
- Information Technology