LND · Machine learning
Landslide
XGBoost · spatially blocked CV · hold-out AUC 0.97 · v1.1 · 2026-04
Karakoram — sharp ridge & valley structure pops at 90 m
Calibrated probability score per 90 m pixel. Source: NASA Global Landslide Catalog + COOLR.
What ships
Surfaces — calibrated 0–1 probability per pixel.
Every release: 0–1 score · 5-class band · per-pixel uncertainty · input-coverage mask · STAC item · methodology doc.
Inputs
DEM slope/aspect, TWI, landcover, rainfall, NASA-GLC inventory (80K events)
Validation
Spatially blocked hold-out AUC 0.97 — cross-validation blocks prevent leakage across nearby pixels.