This study presents a new visualization tool for classification of satellite imagery. Visualizationof feature space allows exploration of patterns in the image data and insight into the classificationprocess and related uncertainty. Visual Data Mining provides added value to image classifications asthe user can be involved in the classification process providing increased confidence in andunderstanding of the results. In this study, we present a prototype visualization tool for visual datamining (VDM) of satellite imagery. The visualization tool is showcased in a classification study of highresolutionimageries of Latur district in Maharashtra state of India.