1
|
Domenici N, Sanguineti V, Morerio P, Campus C, Del Bue A, Gori M, Murino V. Computational modeling of human multisensory spatial representation by a neural architecture. PLoS One 2023; 18:e0280987. [PMID: 36888612 PMCID: PMC9994749 DOI: 10.1371/journal.pone.0280987] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Accepted: 01/12/2023] [Indexed: 03/09/2023] Open
Abstract
Our brain constantly combines sensory information in unitary percept to build coherent representations of the environment. Even though this process could appear smooth, integrating sensory inputs from various sensory modalities must overcome several computational issues, such as recoding and statistical inferences problems. Following these assumptions, we developed a neural architecture replicating humans' ability to use audiovisual spatial representations. We considered the well-known ventriloquist illusion as a benchmark to evaluate its phenomenological plausibility. Our model closely replicated human perceptual behavior, proving a truthful approximation of the brain's ability to develop audiovisual spatial representations. Considering its ability to model audiovisual performance in a spatial localization task, we release our model in conjunction with the dataset we recorded for its validation. We believe it will be a powerful tool to model and better understand multisensory integration processes in experimental and rehabilitation environments.
Collapse
Affiliation(s)
- Nicola Domenici
- Uvip, Unit for Visually Impaired People, Istituto Italiano di Tecnologia, Genoa, Italy
- University of Genova, Genoa, Italy
| | - Valentina Sanguineti
- University of Genova, Genoa, Italy
- Pavis, Pattern Analysis & Computer Vision, Istituto Italiano di Tecnologia, Genoa, Italy
| | - Pietro Morerio
- Pavis, Pattern Analysis & Computer Vision, Istituto Italiano di Tecnologia, Genoa, Italy
| | - Claudio Campus
- Uvip, Unit for Visually Impaired People, Istituto Italiano di Tecnologia, Genoa, Italy
| | - Alessio Del Bue
- Visual Geometry and Modelling, Istituto Italiano di Tecnologia, Genoa, Italy
| | - Monica Gori
- Uvip, Unit for Visually Impaired People, Istituto Italiano di Tecnologia, Genoa, Italy
| | - Vittorio Murino
- Pavis, Pattern Analysis & Computer Vision, Istituto Italiano di Tecnologia, Genoa, Italy
- University of Verona, Verona, Italy
- Huawei Technologies Ltd., Ireland Research Center, Dublin, Ireland
| |
Collapse
|
2
|
Gori M, Amadeo MB, Pavani F, Valzolgher C, Campus C. Temporal visual representation elicits early auditory-like responses in hearing but not in deaf individuals. Sci Rep 2022; 12:19036. [PMID: 36351944 PMCID: PMC9646881 DOI: 10.1038/s41598-022-22224-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2022] [Accepted: 10/11/2022] [Indexed: 11/10/2022] Open
Abstract
It is evident that the brain is capable of large-scale reorganization following sensory deprivation, but the extent of such reorganization is to date, not clear. The auditory modality is the most accurate to represent temporal information, and deafness is an ideal clinical condition to study the reorganization of temporal representation when the audio signal is not available. Here we show that hearing, but not deaf individuals, show a strong ERP response to visual stimuli in temporal areas during a time-bisection task. This ERP response appears 50-90 ms after the flash and recalls some aspects of the N1 ERP component usually elicited by auditory stimuli. The same ERP is not evident for a visual space-bisection task, suggesting that the early recruitment of temporal cortex is specific for building a highly resolved temporal representation within the visual modality. These findings provide evidence that the lack of auditory input can interfere with typical development of complex visual temporal representations.
Collapse
Affiliation(s)
- Monica Gori
- grid.25786.3e0000 0004 1764 2907Unit for Visually Impaired People, Fondazione Istituto Italiano di Tecnologia, Via Enrico Melen 83, 16152 Genoa, Italy
| | - Maria Bianca Amadeo
- grid.25786.3e0000 0004 1764 2907Unit for Visually Impaired People, Fondazione Istituto Italiano di Tecnologia, Via Enrico Melen 83, 16152 Genoa, Italy
| | - Francesco Pavani
- grid.11696.390000 0004 1937 0351Center for Mind/Brain Sciences (CIMeC), University of Trento, Trento, Italy ,grid.11696.390000 0004 1937 0351Centro Interateneo di Ricerca Cognizione, Linguaggio e Sordità (CIRCLeS), University of Trento, Trento, Italy ,grid.461862.f0000 0004 0614 7222Integrative, Multisensory, Perception, Action and Cognition Team (IMPACT), Centre de Recherche en Neuroscience de Lyon (CRNL), Bron, France
| | - Chiara Valzolgher
- grid.11696.390000 0004 1937 0351Center for Mind/Brain Sciences (CIMeC), University of Trento, Trento, Italy ,grid.461862.f0000 0004 0614 7222Integrative, Multisensory, Perception, Action and Cognition Team (IMPACT), Centre de Recherche en Neuroscience de Lyon (CRNL), Bron, France
| | - Claudio Campus
- grid.25786.3e0000 0004 1764 2907Unit for Visually Impaired People, Fondazione Istituto Italiano di Tecnologia, Via Enrico Melen 83, 16152 Genoa, Italy
| |
Collapse
|