Expressing Uncertainty Information

  • WGCV the Working Group
  • on Calibration & Validation
 
Expressing Uncertainty Information

Guidance Checklist on Expressing Uncertainty Information

The following list, based on USGS Landsat 8 OLI L1TP products, represents the primary contributors to per-pixel radiometric uncertainty which should be measured/estimated in order to develop/provide a per-pixel product uncertainty.

Primary Components: 

  • SI Traceability (Calibration) Uncertainty
    • Can include SI-Traceable Source, laboratory equipment, sensor hardware, etc.
    • Provides the scene-independent baseline/floor for uncertainty
  • Noise Interpolation Propagation
    • Derived from per-detector noise model and interpolation kernel
    • Significant for darker targets and low Signal-to-Noise sensors
  • Interpolation Modeling Uncertainty
    • Error due to interpolation not perfectly reconstructing the underlying signal
    • Strongly scene-dependent (high-contrast edges, urban areas, high spatial frequency content)
  • Coupled Geometric–Radiometric Uncertainty
    • Radiometric error due to pixel location uncertainty (i.e. radiometry of a different target being presented as another target)
    • Proportional to the product of image gradient x geometric uncertainty
  • Bad Pixels / Saturation / Defective Detectors
    • Includes samples from defective detectors, saturated pixels, dropped data, etc.
    • These do not have a valid uncertainty estimate and are masked and propagated through the interpolation kernel

 

Additional material is available below  

The WGCV-56 presentation "Discussion: Expressing Uncertainty Information" is available here

The WGCV-56 presentation "Outcomes from 2026 Uncertainty Workshop" is available here

Links

CEOS Committee on Earth Observation Satellites: CEOS.org

CEOS WGCV Working Group on Calibration and Validation: CEOS WGCV