Bridging the Gap Between Object Detection and User Intent via Query-Modulation. (arXiv:2106.10258v2 [cs.CV] UPDATED)

When interacting with objects through cameras, or pictures, users often have
a specific intent. For example, they may want to perform a visual search. With
most object detection models relying on image pixels as their sole input,
undesired results are not uncommon. Most typically: lack of a high-confidence
detection on the object of interest, or detection with a wrong class label. The
issue is especially severe when operating capacity-constrained mobile object
detectors on-device. In this paper we investigate techniques to …

arxiv cv detection gap query