Detection of roof material and conditions of different types of roofs is very valuable. Knowledge of the different types of materials can help in certain applications, such as determining runoff quality, disaster preparedness, and urban heat island assessment. In recent years, hyperspectral data has provided a powerful tool for multi-scale and rapid monitoring of impervious surfaces.