QueryProp: Object Query Propagation for High-Performance Video Object Detection. (arXiv:2207.10959v1 [cs.CV])

Video object detection has been an important yet challenging topic in
computer vision. Traditional methods mainly focus on designing the image-level
or box-level feature propagation strategies to exploit temporal information.
This paper argues that with a more effective and efficient feature propagation
framework, video object detectors can gain improvement in terms of both
accuracy and speed. For this purpose, this paper studies object-level feature
propagation, and proposes an object query propagation (QueryProp) framework for
high-performance video object detection. The proposed …

arxiv cv detection performance query video