How we built it
- We built it a modular AI pipeline that combines traditional GIS validation (Geographic Information System) with satellite-based deep learning to identify POI correctness
Challenges we ran into
- Time that consumes to train an IA model and difficulty curve of the project
Accomplishments that we're proud of
- Built a scalable pipeline capable of processing thousands of POIs automatically.
What we learned
- The importance of spatial consistency rules in POI validation.
What's next for Automatic Spacial Validations for POIs in Multi-Dig Roads
Expand to multi-language POI datasets and validate semantic correctness
Open-source the framework to encourage collaboration with the mapping community.
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