TerraMind 1.0 LoRA adapter family for NYC: building-footprint segmentation, 5-class land cover, and TiM. Multi-modal Sentinel-2 + Sentinel-1 + DEM. Apache-2.0.
Citation-grounded NYC flood-exposure briefings: multi-agent civic AI on Granite 4.1 + Prithvi-EO + TerraMind, every claim cited to a public-record source.
Open humanitarian accessibility mapping. Walking-time-to-nearest-essential-service via foundation-model-aware friction and OSMnx routing. Healthcare flagship, framework-general.
Physics-Conditioned Token Aggregation (PCTA): conditioning frozen SAR foundation-model (TerraMind) patch tokens on acquisition physics for cyanobacterial bloom estimation on Lough Neagh. Paper companion code.
Foundation-model semantic segmenter for glacial lakes from Sentinel-1 SAR, Sentinel-2 optical, and Copernicus DEM imagery. TerraMind 1.0 Large backbone, validation IoU 0.9557 on Tien Shan / Zhetysu / Ile Alatau corridor. Apache 2.0, weights & data on Hugging Face.
Simple Terramind Anomaly Detection
Fine-tune geospatial models to segment building footprints from Sentinel-2 imagery using TerraTorch for accurate mapping and analysis.
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