This Quickbird multispectral image of Kerkenes was used in combination with the panchromatic version for automatic feature extraction of the archaeological features. Three classes of data were identified on the Geophysical imagery for this process. In this pilot study, which formed the core of Nahide Aydin’s MA at the University of Mississippi (Fig. 16), almost 40% of the features were correctly classified on the Quickbird image.