Abstract

Many photographs of real-life scenes are very consistently remembered or forgotten by most people, making these images intrinsically memorable or forgettable. Although machine vision algorithms can predict a given image’s memorability very well, nothing is known about the subjective quality of these memories: are memorable images recognized based on strong feelings of familiarity or on recollection of episodic details? We tested people’s recognition memory for memorable and forgettable scenes selected from image memorability databases, which contain memorability scores for each image, based on large-scale recognition memory experiments. Specifically, we tested the effect of intrinsic memorability on recollection and familiarity using cognitive computational models based on receiver operating characteristics (ROCs; Experiment 1 and 2) and on remember/know (R/K) judgments (Experiment 2). The ROC data of Experiment 2 indicated that image memorability boosted memory strength, but did not find a specific effect on recollection or familiarity. By contrast, ROC data from Experiment 2, which was designed to facilitate encoding and, in turn, recollection, found evidence for a specific effect of image memorability on recollection. Moreover, R/K judgments showed that, on average, memorability boosts recollection rather than familiarity. However, we also found a large degree of variability in these judgments across individual images: some images actually achieved high recognition rates by exclusively boosting familiarity rather than recollection. Together, these results show that current machine vision algorithms that can predict an image’s intrinsic memorability in terms of hit rates fall short of describing the subjective quality of human memories.

Highlights

  • FA RateThe effect of experimental manipulations on recollection and familiarity is quite variable (see Yonelinas, 2002 for a comprehensive review)

  • Our visual memory capacity for real-life scenes and objects is one of the most impressive feats of human cognition (Brady, Konkle, Alvarez, & Oliva, 2008; Standing, 1973)

  • Recollection is treated as an all-or-none process, where information about an item is only recollected if its memory strength exceeds a certain threshold

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Summary

FA Rate

The effect of experimental manipulations on recollection and familiarity is quite variable (see Yonelinas, 2002 for a comprehensive review). Full attention conditions compared to diverted attention conditions are more associated with recollection rather than with familiarity (Yonelinas, 2001). Other factors such as item repetition affect recollection and familiarity to a similar extent (Gardiner, Kaminska, Dixon, & Java, 1996). We investigated whether intrinsic image memorability is associated with recollection and familiarity to a similar or different extent, using ROC curves (experiments 1 and 2) and R/K judgments (Experiment 2). Any theory of memorability has to take the phenomenology of remembering into account To this end, we compared how well recognition ROC curves are fitted by DPSD and UVSD models, and how their model parameters differ between highly and low memorable images

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