Fundamentals

Map level accuracy

Map level accuracy describes the accuracy of the map as a total.

Error matrix terms: Overall, Kappa & Tau

  • Overall Accuracy = sum of diagonal entries/ total no. of samples Note that this does not take into account errors due to chance agreement.
  • Adjusted Accuracy = calculation of Kappa coefficient

Test hypotheses that image classification accuracy is significantly different to a randomly drawn map.

  • Tau accuracy = Improved Adjusted Accuracy = calculation of Tau coefficient (Ma & Redmond 1995)

Reference:

Ma, Z.K. and R.L. Redmond (1995). Tau-Coefficients for Accuracy Assessment of Classification of Remote-Sensing Data. Photogrammetric Engineering and Remote Sensing, 61(4): p435-439.