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GeoAI & satelliteCOMING SOONHAS DEMO

Land-use Change Detection

Deep-learning change detection on satellite imagery for deforestation, construction, and encroachment monitoring

Land-use Change Detection

Overview

Land-use Change Detection compares satellite images across time to automatically surface what changed on the ground: cleared forest, new construction, riverbank erosion, or encroachment on protected land. Deep-learning models produce change polygons with confidence scores, which are reviewed on a web map and exported to GIS formats for authorities and enterprises managing large territories.

Interactive demo

GeoAI & remote sensing

Satellite image analysis

Real Sentinel-2 imagery: change comparison, NDVI vegetation index and land-cover segmentation.

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AFTERBEFORE

Imagery is real Sentinel-2; the masks and agent workflow are scripted and run in your browser. The production pipeline queries a STAC API and processes Cloud-Optimized GeoTIFFs.

Key features

Automated change polygons with confidence
Deforestation and encroachment alerts
Construction change monitoring
GIS export (Shapefile/GeoJSON)

Tech stack

PyTorch · aiSiamese U-Net · aiGDAL · otherPostGIS · databaseQGIS · other

Solutions