GeoPard Satellite Imagery & Vegetation analysis Raw satellite image vs Upsampled vs Contrast Stret

Earth Observation starts with solid data preparation, including obstacle detection (clouds, shadows) and advanced imagery processing.
We compared and implemented raw Sentinel-2 imagery with an upsampled version (1m resolution) enhanced through contrast stretching across 20 satellite imagery indices.
All are available in the GeoPard basic monitoring package.
It could be utilized for:
- Accurate change detection and anomalies early detection
- Crop monitoring
- Damage assessment (flood, hail, lodging)
- Yield prediction
- Variable rate application maps based on multi-layer zoning or agronomic Equations/Formulas
- Deforestation detection