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The size-weight illusion and beyond: a new model of perceived weight

The size-weight illusion and beyond: a new model of perceived weight
The size-weight illusion and beyond: a new model of perceived weight
In the size-weight illusion (SWI), the smaller of two same-weight, same apparent material objects is perceived as heavier. The SWI has proved difficult to explain via traditional Bayesian models, which predict the opposite effect: expected weight from size (smaller = lighter) should be integrated with felt weight, such that the smaller object should be perceptually lighter. Other authors have proposed that weight and density are combined according to Bayesian principles, or that Bayesian models incorporating efficient coding can predict the SWI via ‘likelihood repulsion’. These models, however, have been evaluated only under the narrow conditions of typical SWI stimuli. Here we establish a general model of perceived weight for pairs of objects that differ in weight and / or density and / or size by varying amounts. In a visuo-haptic task, participants (N = 30) grasped and lifted pairs of cubes, and reported their perceived heaviness. We report that the SWI occurs even at very small density differences, repudiating the idea that the illusion requires a large difference between expected and felt weight. Across all object pairs, perceived weight was well described by a model (R2 = .98) that includes a positive influence of both objects’ weights and the judged object’s density, but a negative influence of the other object’s density. Critically, the influence of both densities on perceived weight is strongly modulated by weight difference, being three times as large for zero / small weight differences than for large differences. Thus, it is only under the unusual conditions of typical SWI studies that density affects perceived weight to a substantial extent. Unlike existing
models, that are inconsistent with our more comprehensive dataset, our descriptive model provides a quantitative, accurate and generalised account of weight perception for pairs of objects across various weight and size conditions.
1553-734X
e1013496
Pisu, Veronica
75b38167-c443-4942-b827-a09013fbc5a4
Graf, Erich W.
1a5123e2-8f05-4084-a6e6-837dcfc66209
Adams, Wendy J.
25685aaa-fc54-4d25-8d65-f35f4c5ab688
Pisu, Veronica
75b38167-c443-4942-b827-a09013fbc5a4
Graf, Erich W.
1a5123e2-8f05-4084-a6e6-837dcfc66209
Adams, Wendy J.
25685aaa-fc54-4d25-8d65-f35f4c5ab688

Pisu, Veronica, Graf, Erich W. and Adams, Wendy J. (2025) The size-weight illusion and beyond: a new model of perceived weight. PLoS Computational Biology, 21 (9), e1013496. (doi:10.1371/journal.pcbi.1013496).

Record type: Article

Abstract

In the size-weight illusion (SWI), the smaller of two same-weight, same apparent material objects is perceived as heavier. The SWI has proved difficult to explain via traditional Bayesian models, which predict the opposite effect: expected weight from size (smaller = lighter) should be integrated with felt weight, such that the smaller object should be perceptually lighter. Other authors have proposed that weight and density are combined according to Bayesian principles, or that Bayesian models incorporating efficient coding can predict the SWI via ‘likelihood repulsion’. These models, however, have been evaluated only under the narrow conditions of typical SWI stimuli. Here we establish a general model of perceived weight for pairs of objects that differ in weight and / or density and / or size by varying amounts. In a visuo-haptic task, participants (N = 30) grasped and lifted pairs of cubes, and reported their perceived heaviness. We report that the SWI occurs even at very small density differences, repudiating the idea that the illusion requires a large difference between expected and felt weight. Across all object pairs, perceived weight was well described by a model (R2 = .98) that includes a positive influence of both objects’ weights and the judged object’s density, but a negative influence of the other object’s density. Critically, the influence of both densities on perceived weight is strongly modulated by weight difference, being three times as large for zero / small weight differences than for large differences. Thus, it is only under the unusual conditions of typical SWI studies that density affects perceived weight to a substantial extent. Unlike existing
models, that are inconsistent with our more comprehensive dataset, our descriptive model provides a quantitative, accurate and generalised account of weight perception for pairs of objects across various weight and size conditions.

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Accepted/In Press date: 5 September 2025
Published date: 15 September 2025
Additional Information: Copyright: © 2025 Pisu et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Identifiers

Local EPrints ID: 506062
URI: http://eprints.soton.ac.uk/id/eprint/506062
ISSN: 1553-734X
PURE UUID: 06e2ea71-eb00-4526-85ee-20482c38af77
ORCID for Veronica Pisu: ORCID iD orcid.org/0000-0002-2717-4874
ORCID for Erich W. Graf: ORCID iD orcid.org/0000-0002-3162-4233
ORCID for Wendy J. Adams: ORCID iD orcid.org/0000-0002-5832-1056

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Date deposited: 28 Oct 2025 17:38
Last modified: 29 Oct 2025 02:58

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Contributors

Author: Veronica Pisu ORCID iD
Author: Erich W. Graf ORCID iD
Author: Wendy J. Adams ORCID iD

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