Microwave imaging has been proposed for breast health assessment. The majority of the images of human subjects that have been previously reported focus on tumor detection capabilities. There is a need to correlate additional features of microwave images to clinical information in order to increase confidence in this approach. In this contribution, we present an initial exploration of the connection between the dielectric properties obtained from microwave images and breast density estimates that are readily available from mammography reports.