Several measures assessing accuracy of land-cover classification are available, e.g., overall and class-averaged accuracies. Also kappa statistic is widely used for this purpose. In this article, we will discuss properties of these criteria and point out that the kappa statistic has an unfavorable feature. We will propose an alternative coefficient based on Kullback-Leibler information. A test statistic for significance difference between coefficients is also established. Further, the Bayes risk, which takes types of misclassifications into account, is discussed. Our assessment measures are examined through actual error matrices by Ma and Redmond .
|Number of pages||8|
|Journal||IEEE Transactions on Geoscience and Remote Sensing|
|Issue number||1 II|
|Publication status||Published - 1999|
All Science Journal Classification (ASJC) codes
- Electrical and Electronic Engineering
- Earth and Planetary Sciences(all)