The winners, as well the organizers and sponsors of IEEE Low-Power Computer Vision Challenge, share their insights into making computer vision (CV) more efficient for running on mobile or embedded systems. As CV (and generally, artificial intelligence) is deployed widely Internet Things, efficiency will become increasingly important.