Above-Ground Biomass Prediction

Upload a multi-band satellite image to predict above-ground biomass (AGB) across the landscape.

Requirements:

  • Image must be a GeoTIFF with spectral bands
  • For best results, use imagery with at least 59 bands or similar to training data
Display Type

About This Model

This biomass prediction model uses the StableResNet architecture to predict above-ground biomass from satellite imagery.

Model Details

  • Architecture: StableResNet
  • Input: Multi-spectral satellite imagery
  • Output: Above-ground biomass (Mg/ha)
  • Creator: vertify.earth for GIZ Forest Forward
  • Date: 2025-05-19

How It Works

  1. The model extracts features from each pixel in the satellite image
  2. These features include spectral bands, vegetation indices, texture metrics, and more
  3. The model outputs a biomass prediction for each pixel
  4. Results are visualized as a heatmap or RGB overlay

Updates in This Version

  • Fixed biomass value calculation issue (improved log transform handling)
  • Added detailed diagnostics for troubleshooting
  • Enhanced RGB visualization with band verification