Concerns development of a groundbreaking low-cost under vehicle inspection and early warning system called DeepVIEW. The development work leveraged state-of-the-art deep machine learning and computer vision, and was deployable on very low-cost commercial-off-the-shelf equipment and modern mobile devices.