Long and slow-moving queues to security screening frustrate airline passengers. Separating electronics and liquids prior to screening helps the image interpretation task, but increases the time passengers spend at the checkpoint. In addition, up to 30% of the bags are flagged for manual inspection, prolonging the process further. Allowing passengers to keep electronics and liquids inside their bags and reducing the number of items erroneously flagged for manual search, would dramatically increase throughput.