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Published August 19, 2022 | Version 1.0.10
Software Open

JRSRP Fractional cover v3

  • 1. University of Queensland
  • 2. Department of Environment and Science, Queensland, Australia

Description

The fractional cover v3.0 model is a Multi Layer Perceptron (neural network) model architecture that uses surface reflectance to estimate the three cover fractions of bare ground, photosynthetic vegetation (PV) and non-photosynthetic vegetation (NPV). The MLP model was trained with Tensorflow using Landsat TM, ETM+ and OLI surface reflectance and a collection of 4000 field observations of overstorey and ground cover. The field observations covered a wide variety of vegetation, soil and climate types across Australia, collected between 1997 and 2018.

Files

fractionalcover3-master.zip

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