论文标题

扩散视频场景的替代梦想以预测视频记忆力

Diffusing Surrogate Dreams of Video Scenes to Predict Video Memorability

论文作者

Sweeney, Lorin, Healy, Graham, Smeaton, Alan F.

论文摘要

作为中世纪2022预测视频记忆力任务的一部分,我们探讨了视觉记忆性,表征它的视觉表示与该视觉表示所描绘的基本概念之间的关系。我们通过专门针对替代梦想图像进行训练和测试的模型,将概念提升到基石记忆性功能的状态,并找到有力的证据表明,视觉内容的内在记忆力可以将其基础概念提炼到其潜在的概念或不含义其特定的视觉表示的含义。

As part of the MediaEval 2022 Predicting Video Memorability task we explore the relationship between visual memorability, the visual representation that characterises it, and the underlying concept portrayed by that visual representation. We achieve state-of-the-art memorability prediction performance with a model trained and tested exclusively on surrogate dream images, elevating concepts to the status of a cornerstone memorability feature, and finding strong evidence to suggest that the intrinsic memorability of visual content can be distilled to its underlying concept or meaning irrespective of its specific visual representational.

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