Ground-truth or DAER: Selective Re-query of Secondary Information

Many vision tasks use secondary information at inference time—a seed—to assist a computer vision model in solving a problem. For example, an initial bounding box is needed to initialize visual object tracking. To date, all such work makes the assumption that the seed is a good one. However, in practice, from crowdsourcing to noisy automated seeds, this is often not the case. We hence propose the p...