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Thematic interpretation of multi-layer data

Thematic processing of multi-layer data on the basis of neural-network ordination in ScanEx NeRIS software includes the following:

  • Building a layered multi-dimensional field of characteristics
  • Creation and training of the neural network
  • Calibration of the neural network
  • Classification for a chosen part of the image
  • Implementation of contextual post-processing for generalisation of classification results
  • Building thematic objects
  • Vectorisation of the created object map and conversion to a standard GIS format.

The following procedures are used to build derived layers for inclusion into neural network processing:

  • Rasterisation of vector thematic maps
  • Calculation of principal components for a set of scalar layers
  • Application of convolution filters to scalar layers
  • Filtering of the scalar layers on the basis of wavelet decomposition
  • Calculation of derived texture layers on the basis of GLCM (grey level co-occurrence matrix).

The procedures for contextual post-processing of classification results include:

  • Creation of objects with the use of Random Markov Fields
  • Classification of vector objects
  • Post-processing of classification results with the use of a local window
  • Generalisation of the created thematic objects.

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