PT  - JOURNAL ARTICLE
AU  - Andrew Jaegle
AU  - Vahid Mehrpour
AU  - Yalda Mohsenzadeh
AU  - Travis Meyer
AU  - Aude Oliva
AU  - Nicole Rust
TI  - A neural correlate of image memorability
AID  - 10.1101/535468
DP  - 2019 Jan 01
TA  - bioRxiv
PG  - 535468
4099  - http://biorxiv.org/content/early/2019/01/30/535468.short
4100  - http://biorxiv.org/content/early/2019/01/30/535468.full
AB  - Some images are easy to remember while others are easily forgotten. While variation in image memorability is consistent across individuals, we lack a full account of its neural correlates. By analyzing data collected from inferotemporal cortex (IT) as monkeys performed a visual memory task, we demonstrate that a simple property of the visual encoding of an image, its population response magnitude, is strongly correlated with its memorability. These results establish a novel behavioral role for the magnitude of the IT response, which lies largely orthogonal to the coding scheme that IT uses to represent object identity. To investigate the origin of IT memorability modulation, we also probed convolutional neural network models trained to categorize objects. We found brain-analogous correlates of memorability that grew in strength across the hierarchy of these networks, suggesting that this memorability correlate is likely to arise from the optimizations required for visual as opposed to mnemonic processing.