Image Reconstruction Reveals the Impact of Aging on Face Perception
Chi-Hsun ChangiD, Dan NemrodoviD, Natalia DrobotenkoiD, Maryam SorkhouiD, Adrian NestoriD, Andy C. H. LeeiD
Abstract
Extensive work has demonstrated a decline in face recognition abilities associated with healthy aging. To date, however, there has been limited insight into the nature and the extent of aging-related alterations in internal face representations. Here, we sought to address these issues by using an image reconstruction approach that capitalizes on the structure of behavioral data to reveal the pictorial content of visual representations. To this end, healthy young and older adults provided similarity judgments with pairs of face images. Facial shape and surface features were subsequently derived from the structure of the data for each participant and combined into image reconstructions of facial appearance. Our findings revealed that image reconstruction was successful for every participant, irrespective of age. However, reconstruction accuracies of shape and surface information were lower for older individuals than young individuals. Specifically, facial features diagnostic for face perception, such as eye shape and skin tone, were reconstructed poorly in older adults relative to young adults. At the same time, we found that age-related effects only accounted for a relatively small proportion of individual variability in face representations. Thus, our results provide novel insight into age-related changes in visual perception, they account for the decline in facial recognition occurring with age and they demonstrate the utility of image reconstruction to uncovering internal representations across a variety of populations.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 5
- FWCI
- 0.39
- Field percentile
- top 46%
- Organism
- Assay
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Memory And Perception-based Facial Image Reconstruction
Chi-Hsun Chang, Dan Nemrodov, … Adrian Nestor·Scientific ReportsPeer-reviewed·Jul 20, 2017
- Healthy aging delays and dedifferentiates high-level visual representations
Marleen Haupt, Douglas D. Garrett, Radoslaw Martin Cichy·Current BiologyPeer-reviewed·Apr 15, 2025
- Multimodal evidence on shape and surface information in individual face processing
Dan Nemrodov, Marlene Behrmann, … Adrian Nestor·NeuroImagePeer-reviewed·Oct 3, 2018
- Protective effect of prior knowledge in ageing
Georgia A. Milne, Oris Shenyan, … Tessa M. Dekker·bioRxiv·Dec 8, 2025
- Facial color properties affect perceived age.
Jean Y. J. Hsieh, Colin W. G. Clifford, Erin Goddard·bioRxiv·Oct 6, 2026
- Linked deterioration of early visual perception, function and structure in healthy human aging
Maria Fátima Silva, Ben M. Harvey, … Miguel S. Castelo-Branco·bioRxiv·Aug 5, 2020