Self-Contained Entity Discovery from Captioned Videos. (arXiv:2208.06662v1 [cs.CV])

This paper introduces the task of visual named entity discovery in videos
without the need for task-specific supervision or task-specific external
knowledge sources. Assigning specific names to entities (e.g. faces, scenes, or
objects) in video frames is a long-standing challenge. Commonly, this problem
is addressed as a supervised learning objective by manually annotating faces
with entity labels. To bypass the annotation burden of this setup, several
works have investigated the problem by utilizing external knowledge sources
such as movie databases. …

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