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Keywords = numerosity perception

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16 pages, 1949 KiB  
Article
Virtual Reality as an Innovative Tool for Numerosity Perception
by Beatrice Aruanno, Giovanni Anobile, Armando Viviano Razionale, Monica Bordegoni and Guido Marco Cicchini
Appl. Sci. 2025, 15(7), 3976; https://doi.org/10.3390/app15073976 - 3 Apr 2025
Viewed by 477
Abstract
Numeracy, the ability to use basic mathematical skills in everyday life, is essential in modern society. Recent studies have shown a connection between numeracy and visual numerosity perception, yet traditional 2D screen-based assessment methods often lack ecological validity and participant engagement. This study [...] Read more.
Numeracy, the ability to use basic mathematical skills in everyday life, is essential in modern society. Recent studies have shown a connection between numeracy and visual numerosity perception, yet traditional 2D screen-based assessment methods often lack ecological validity and participant engagement. This study evaluates the viability of conducting numerosity estimation tasks in virtual reality (VR) and to determine whether hallmarks of numerosity processing, typically observed in laboratory settings, can be replicated in immersive environments. Six participants completed a psychophysical evaluation in VR, comparing the numerosity of visual stimuli consisting of two sets of spheres. The VR experiment successfully replicated two distinctive patterns found in traditional psychophysical studies: increased precision and decreased response times at high numerosities. Specifically, Weber fractions drop by approximately a factor of two, with values ranging from ~15% for low and intermediate conditions to ~8% in high numerosities, and response times decreases from ~663 ms for low numerosities to ~593 ms for high numerosities. These findings highlight that VR can be effectively used for numerosity estimation tasks, providing a controlled and immersive environment that traditional methods cannot achieve, while significantly expanding methodological possibilities in psychophysical research. Full article
(This article belongs to the Special Issue Human–Computer Interaction and Virtual Environments)
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14 pages, 3220 KiB  
Article
Numerosity Perception and Perceptual Load: Exploring Sex Differences Through Eye-Tracking
by Julia Bend and Anssi Öörni
J. Eye Mov. Res. 2025, 18(2), 9; https://doi.org/10.3390/jemr18020009 - 3 Apr 2025
Viewed by 480
Abstract
This study investigates sex differences in numerosity perception and visuospatial abilities in adults using eye-tracking methodology. We report the results of a controlled dual-task experiment that assessed the participants’ visuospatial and numerosity estimation abilities. We did not observe sex differences in reaction times [...] Read more.
This study investigates sex differences in numerosity perception and visuospatial abilities in adults using eye-tracking methodology. We report the results of a controlled dual-task experiment that assessed the participants’ visuospatial and numerosity estimation abilities. We did not observe sex differences in reaction times and accuracy. However, we found that females consistently underestimated numerosity. This underestimation correlated with higher perceptual load in females, as evidenced by shorter fixation durations and increased fixation rates. These findings suggest that perceptual load, rather than visual or spatial abilities, significantly influences numerosity estimation. Our study contributes novel insights into sex differences in both numerosity estimation and visuospatial abilities. These results provide a foundation for future research on numerosity perception across various populations and contexts, with implications for educational strategies and cognitive training programs. Full article
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18 pages, 4314 KiB  
Article
Neurocognitive Assessment of Mathematics-Related Capacities in Neurosurgical Patients
by Elisa Castaldi, Camilla Bonaudo, Giuseppe Maduli, Giovanni Anobile, Agnese Pedone, Federico Capelli, Roberto Arrighi and Alessandro Della Puppa
Brain Sci. 2024, 14(1), 69; https://doi.org/10.3390/brainsci14010069 - 10 Jan 2024
Cited by 1 | Viewed by 2403
Abstract
A precise neuropsychological assessment is of the utmost importance for neurosurgical patients undergoing the surgical excision of cerebral lesions. The assessment of mathematical abilities is usually limited to arithmetical operations while other fundamental visuo-spatial aspects closely linked to mathematics proficiency, such as the [...] Read more.
A precise neuropsychological assessment is of the utmost importance for neurosurgical patients undergoing the surgical excision of cerebral lesions. The assessment of mathematical abilities is usually limited to arithmetical operations while other fundamental visuo-spatial aspects closely linked to mathematics proficiency, such as the perception of numerical quantities and geometrical reasoning, are completely neglected. We evaluated these abilities with two objective and reproducible psychophysical tests, measuring numerosity perception and non-symbolic geometry, respectively. We tested sixteen neuro-oncological patients before the operation and six after the operation with classical neuropsychological tests and with two psychophysical tests. The scores of the classical neuropsychological tests were very heterogeneous, possibly due to the distinct location and histology of the tumors that might have spared (or not) brain areas subserving these abilities or allowed for plastic reorganization. Performance in the two non-symbolic tests reflected, on average, the presumed functional role of the lesioned areas, with participants with parietal and frontal lesions performing worse on these tests than patients with occipital and temporal lesions. Single-case analyses not only revealed some interesting exceptions to the group-level results (e.g., patients with parietal lesions performing well in the numerosity test), but also indicated that performance in the two tests was independent of non-verbal reasoning and visuo-spatial working memory. Our results highlight the importance of assessing non-symbolic numerical and geometrical abilities to complement typical neuropsychological batteries. However, they also suggest an avoidance of reliance on an excessively rigid localizationist approach when evaluating the neuropsychological profile of oncological patients. Full article
(This article belongs to the Section Neuropsychology)
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9 pages, 1328 KiB  
Article
Numerosity Comparison in Three Dimensions in the Case of Low Numerical Values
by Saori Aida
Brain Sci. 2023, 13(6), 962; https://doi.org/10.3390/brainsci13060962 - 17 Jun 2023
Cited by 3 | Viewed by 1858
Abstract
This study investigated the perception of numbers in humans in 3D stimuli. Recent research has shown that number processing relies on “number sense” for small values, in line with Weber’s law. While previous studies have reported 3D numerosity overestimation mainly in higher numerical [...] Read more.
This study investigated the perception of numbers in humans in 3D stimuli. Recent research has shown that number processing relies on “number sense” for small values, in line with Weber’s law. While previous studies have reported 3D numerosity overestimation mainly in higher numerical values, our experiment examined whether this phenomenon occurs at lower numerical values. We also explored whether the Weber ratio follows Weber’s law when comparing 2D and 3D stimuli in terms of the number of elements. Observers were presented with pairs of stimuli on a monitor and were asked to identify the stimulus with a larger number of elements. Using the constant method, we calculated the point of subjective equality (PSE), just noticeable difference (JND), and Weber ratios from the collected data. As a result, it was confirmed that the phenomenon of over-estimation of 3D numerical values occurs even when the numerical values are small. Additionally, we observed that the Weber fraction adhered to Weber’s law within the measured range. These findings contribute to the existing body of research, supporting the existence of distinct mechanisms for perceiving numerosity and density. Full article
(This article belongs to the Section Behavioral Neuroscience)
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15 pages, 1218 KiB  
Article
Mathematics and Numerosity but Not Visuo-Spatial Working Memory Correlate with Mathematical Anxiety in Adults
by Paula A. Maldonado Moscoso, Elisa Castaldi, Roberto Arrighi, Caterina Primi, Camilla Caponi, Salvatore Buonincontro, Francesca Bolognini and Giovanni Anobile
Brain Sci. 2022, 12(4), 422; https://doi.org/10.3390/brainsci12040422 - 22 Mar 2022
Cited by 7 | Viewed by 4101
Abstract
Many individuals, when faced with mathematical tasks or situations requiring arithmetic skills, experience exaggerated levels of anxiety. Mathematical anxiety (MA), in addition to causing discomfort, can lead to avoidance behaviors and then to underachievement. However, the factors inducing MA and how MA deploys [...] Read more.
Many individuals, when faced with mathematical tasks or situations requiring arithmetic skills, experience exaggerated levels of anxiety. Mathematical anxiety (MA), in addition to causing discomfort, can lead to avoidance behaviors and then to underachievement. However, the factors inducing MA and how MA deploys its detrimental effects are still largely debated. There is evidence suggesting that MA affects working memory capacity by further diminishing its limited processing resources. An alternative account postulates that MA originates from a coarse early numerical cognition capacity, the perception of numerosity. In the current study, we measured MA, math abilities, numerosity perception and visuo-spatial working memory (VSWM) in a sample of neurotypical adults. Correlational analyses confirmed previous studies showing that high MA was associated with lower math scores and worse numerosity estimation precision. Conversely, MA turned out to be unrelated to VSWM capacities. Finally, partial correlations revealed that MA fully accounted for the relationship between numerosity estimation precision and math abilities, suggesting a key role for MA as a mediating factor between these two domains. Full article
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15 pages, 1256 KiB  
Article
Deprivation of Auditory Experience Influences Numerosity Discrimination, but Not Numerosity Estimation
by Alessia Tonelli, Irene Togoli, Roberto Arrighi and Monica Gori
Brain Sci. 2022, 12(2), 179; https://doi.org/10.3390/brainsci12020179 - 29 Jan 2022
Cited by 4 | Viewed by 3379
Abstract
Number sense is the ability to estimate the number of items, and it is common to many species. Despite the numerous studies dedicated to unveiling how numerosity is processed in the human brain, to date, it is not clear whether the representation of [...] Read more.
Number sense is the ability to estimate the number of items, and it is common to many species. Despite the numerous studies dedicated to unveiling how numerosity is processed in the human brain, to date, it is not clear whether the representation of numerosity is supported by a single general mechanism or by multiple mechanisms. Since it is known that deafness entails a selective impairment in the processing of temporal information, we assessed the approximate numerical abilities of deaf individuals to disentangle these two hypotheses. We used a numerosity discrimination task (2AFC) and an estimation task, in both cases using sequential (temporal) or simultaneous (spatial) stimuli. The results showed a selective impairment of the deaf participants compared with the controls (hearing) in the temporal numerosity discrimination task, while no difference was found to discriminate spatial numerosity. Interestingly, the deaf and hearing participants did not differ in spatial or temporal numerosity estimation. Overall, our results suggest that the deficit in temporal processing induced by deafness also impacts perception in other domains such as numerosity, where sensory information is conveyed in a temporal format, which further suggests the existence of separate mechanisms subserving the processing of temporal and spatial numerosity. Full article
(This article belongs to the Section Behavioral Neuroscience)
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14 pages, 2832 KiB  
Article
Visual Duration but Not Numerosity Is Distorted While Running
by Irene Petrizzo, Giovanni Anobile, Eleonora Chelli, Roberto Arrighi and David Charles Burr
Brain Sci. 2022, 12(1), 81; https://doi.org/10.3390/brainsci12010081 - 5 Jan 2022
Cited by 9 | Viewed by 2779
Abstract
There is increasing evidence that action and perception interact in the processing of magnitudes such as duration and numerosity. Sustained physical exercise (such as running or cycling) increases the apparent duration of visual stimuli presented during the activity. However, the effect of exercise [...] Read more.
There is increasing evidence that action and perception interact in the processing of magnitudes such as duration and numerosity. Sustained physical exercise (such as running or cycling) increases the apparent duration of visual stimuli presented during the activity. However, the effect of exercise on numerosity perception has not yet been investigated. Here, we asked participants to make either a temporal or a numerical judgment by comparing the duration or numerosity of standard stimuli displayed at rest with those presented while running. The results support previous reports in showing that physical activity significantly expands perceived duration; however, it had no effect on perceived numerosity. Furthermore, the distortions of the perceived durations vanished soon after the running session, making it unlikely that physiological factors such as heart rate underlie the temporal distortion. Taken together, these results suggest a domain-selective influence of the motor system on the perception of time, rather than a general effect on magnitude. Full article
(This article belongs to the Special Issue The Role of the Sensorimotor System in Cognitive Functions)
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14 pages, 1627 KiB  
Article
Learning Numerosity Representations with Transformers: Number Generation Tasks and Out-of-Distribution Generalization
by Tommaso Boccato, Alberto Testolin and Marco Zorzi
Entropy 2021, 23(7), 857; https://doi.org/10.3390/e23070857 - 3 Jul 2021
Cited by 2 | Viewed by 2929
Abstract
One of the most rapidly advancing areas of deep learning research aims at creating models that learn to disentangle the latent factors of variation from a data distribution. However, modeling joint probability mass functions is usually prohibitive, which motivates the use of conditional [...] Read more.
One of the most rapidly advancing areas of deep learning research aims at creating models that learn to disentangle the latent factors of variation from a data distribution. However, modeling joint probability mass functions is usually prohibitive, which motivates the use of conditional models assuming that some information is given as input. In the domain of numerical cognition, deep learning architectures have successfully demonstrated that approximate numerosity representations can emerge in multi-layer networks that build latent representations of a set of images with a varying number of items. However, existing models have focused on tasks requiring to conditionally estimate numerosity information from a given image. Here, we focus on a set of much more challenging tasks, which require to conditionally generate synthetic images containing a given number of items. We show that attention-based architectures operating at the pixel level can learn to produce well-formed images approximately containing a specific number of items, even when the target numerosity was not present in the training distribution. Full article
(This article belongs to the Special Issue Representation Learning: Theory, Applications and Ethical Issues)
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