Understanding Attention for Vision-and-Language Tasks. (arXiv:2208.08104v1 [cs.CV] CROSS LISTED)

Attention mechanism has been used as an important component across
Vision-and-Language(VL) tasks in order to bridge the semantic gap between
visual and textual features. While attention has been widely used in VL tasks,
it has not been examined the capability of different attention alignment
calculation in bridging the semantic gap between visual and textual clues. In
this research, we conduct a comprehensive analysis on understanding the role of
attention alignment by looking into the attention score calculation methods and
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arxiv attention cv language understanding vision