Several measures assessing accuracy of land-cover classification are availa
ble, e,g,, overall and class-averaged accuracies, Also kappa statistic is w
idely used for this purpose. In this article, we will discuss properties of
these criteria and point out that the kappa statistic has an unfavorable f
eature, We will propose an alternative coefficient based on Kullback-Leible
r information. A test statistic for significance difference between coeffic
ients is also established. Further, the Bayes risk, which takes types of mi
sclassifications into account, is discussed. Our assessment measures are ex
amined through actual error matrices by Ma and Redmond [3].