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accuracy_tab.rst

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Accuracy

This tab allows for the validation of a classification (read :ref:`accuracy_assessment_definition` ).

Classification is compared to a reference raster or reference vector (which is automatically converted to raster). If a vector is selected as reference, it is possible to choose a field describing class values.

Several statistics are calculated such as overall accuracy, user's accuracy, producer's accuracy, and Kappa hat. In particular, these statistics are calculated according to the area based error matrix where each element represents the estimated area proportion of each class. This allows for estimating the unbiased user's accuracy and producer's accuracy, the unbiased area of classes according to reference data, and the standard error of area estimates.

The output is an error raster that is a .tif file showing the errors in the map, where pixel values represent the categories of comparison (i.e. combinations identified by the ErrorMatrixCode in the error matrix) between the classification and reference. Also, a text file containing the error matrix (i.e. a .csv file separated by tab) is created with the same name defined for the .tif file.

This tool supports virtual raster output; if the output file name ends with .vrt then the output is created as virtual raster composed of as many .tif files as the number of CPU threads defined in :ref:`system_processing`; for large rasters this can speed up the process.

Tip

Information about APIs of this tool in Remotior Sensus at this link .

Tool symbol and name Description
:guilabel:`Select the classification to assess` input_list select a classification raster (already loaded in QGIS)
reload refresh layer list
:guilabel:`Select the reference vector or raster` input_list select a raster or a vector (already loaded in QGIS), used as reference layer (ground truth) for the accuracy assessment
reload refresh layer list
:guilabel:`Vector field` input_list optional if a vector is selected as reference, select a vector field containing numeric class values
checkbox :guilabel:`Use value as NoData` input_number optional if checked, set the value of NoData pixels, ignored during the calculation
:guilabel:`Script` script_tool add this function to the :ref:`script_tab`
:guilabel:`RUN` run run this function