LIGHTHOUSE: Fast and precise distance to shoreline calculations from anywhere on earth

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.

Publication Details

Journal
ArXiv.org
Published
2025-06-23
Primary Topic
Child Development and Digital Technology
Type
article
Field-Weighted Citation Impact
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article

LIGHTHOUSE: Fast and precise distance to shoreline calculations from anywhere on earth

ArXiv.org
Child Development and Digital Technology
article

LIGHTHOUSE: Fast and precise distance to shoreline calculations from anywhere on earth

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Abstract

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
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Child Development and Digital Technology
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LIGHTHOUSE: Fast and precise distance to shoreline calculations from anywhere on earth · ArXiv.org (2025) | TGRS Research Map | TGRS