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

Diffusing Surrogate Dreams of Video Scenes to Predict Video Memorability