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Nigam T, Schwiedrzik CM. Predictions enable top-down pattern separation in the macaque face-processing hierarchy. Nat Commun 2024; 15:7196. [PMID: 39169024 PMCID: PMC11339276 DOI: 10.1038/s41467-024-51543-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2023] [Accepted: 08/07/2024] [Indexed: 08/23/2024] Open
Abstract
Distinguishing faces requires well distinguishable neural activity patterns. Contextual information may separate neural representations, leading to enhanced identity recognition. Here, we use functional magnetic resonance imaging to investigate how predictions derived from contextual information affect the separability of neural activity patterns in the macaque face-processing system, a 3-level processing hierarchy in ventral visual cortex. We find that in the presence of predictions, early stages of this hierarchy exhibit well separable and high-dimensional neural geometries resembling those at the top of the hierarchy. This is accompanied by a systematic shift of tuning properties from higher to lower areas, endowing lower areas with higher-order, invariant representations instead of their feedforward tuning properties. Thus, top-down signals dynamically transform neural representations of faces into separable and high-dimensional neural geometries. Our results provide evidence how predictive context transforms flexible representational spaces to optimally use the computational resources provided by cortical processing hierarchies for better and faster distinction of facial identities.
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Affiliation(s)
- Tarana Nigam
- Neural Circuits and Cognition Lab, European Neuroscience Institute Göttingen - A Joint Initiative of the University Medical Center Göttingen and the Max Planck Institute for Multidisciplinary Sciences, Grisebachstraße 5, 37077, Göttingen, Germany
- Perception and Plasticity Group, German Primate Center - Leibniz Institute for Primate Research, Kellnerweg 4, 37077, Göttingen, Germany
- Leibniz ScienceCampus 'Primate Cognition', Göttingen, Germany
- International Max Planck Research School 'Neurosciences', Georg August University Göttingen, Grisebachstraße 5, 37077, Göttingen, Germany
| | - Caspar M Schwiedrzik
- Neural Circuits and Cognition Lab, European Neuroscience Institute Göttingen - A Joint Initiative of the University Medical Center Göttingen and the Max Planck Institute for Multidisciplinary Sciences, Grisebachstraße 5, 37077, Göttingen, Germany.
- Perception and Plasticity Group, German Primate Center - Leibniz Institute for Primate Research, Kellnerweg 4, 37077, Göttingen, Germany.
- Leibniz ScienceCampus 'Primate Cognition', Göttingen, Germany.
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Deen B, Schwiedrzik CM, Sliwa J, Freiwald WA. Specialized Networks for Social Cognition in the Primate Brain. Annu Rev Neurosci 2023; 46:381-401. [PMID: 37428602 PMCID: PMC11115357 DOI: 10.1146/annurev-neuro-102522-121410] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/12/2023]
Abstract
Primates have evolved diverse cognitive capabilities to navigate their complex social world. To understand how the brain implements critical social cognitive abilities, we describe functional specialization in the domains of face processing, social interaction understanding, and mental state attribution. Systems for face processing are specialized from the level of single cells to populations of neurons within brain regions to hierarchically organized networks that extract and represent abstract social information. Such functional specialization is not confined to the sensorimotor periphery but appears to be a pervasive theme of primate brain organization all the way to the apex regions of cortical hierarchies. Circuits processing social information are juxtaposed with parallel systems involved in processing nonsocial information, suggesting common computations applied to different domains. The emerging picture of the neural basis of social cognition is a set of distinct but interacting subnetworks involved in component processes such as face perception and social reasoning, traversing large parts of the primate brain.
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Affiliation(s)
- Ben Deen
- Psychology Department & Tulane Brain Institute, Tulane University, New Orleans, Louisiana, USA
| | - Caspar M Schwiedrzik
- Neural Circuits and Cognition Lab, European Neuroscience Institute Göttingen, A Joint Initiative of the University Medical Center Göttingen and the Max Planck Society; Perception and Plasticity Group, German Primate Center, Leibniz Institute for Primate Research; and Leibniz-Science Campus Primate Cognition, Göttingen, Germany
| | - Julia Sliwa
- Sorbonne Université, Institut du Cerveau, ICM, Inserm, CNRS, APHP, Hôpital de la Pitié Salpêtrière, Paris, France
| | - Winrich A Freiwald
- Laboratory of Neural Systems and The Price Family Center for the Social Brain, The Rockefeller University, New York, NY, USA;
- The Center for Brains, Minds and Machines, Cambridge, Massachusetts, USA
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Huang Y. Dynamic Face Perception: The Role of Expertise in Dual Processing of Features and Configuration. JOURNAL OF UNDERGRADUATE LIFE SCIENCES 2023. [DOI: 10.33137/juls.v16i1.40382] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/25/2023]
Abstract
Face perception is the basis of many types of social information exchange, but there is controversy over its underlying mechanisms. Researchers have theorized two processing pathways underlying facial perception: configural processing and featural processing. Featural processing focuses on the individual features of a face, whereas configural processing focuses on the spatial relations of features. To resolve the debate on the relative contribution of the two pathways in face perception, researchers have proposed a dual processing model that the two pathways contribute to two different perceptions, detecting face-like patterns and identifying individual faces. The dual processing model is based on face perception experiments that primarily use static faces. As we mostly interact with dynamic faces in real life, the generalization of the model to dynamic faces will advance our understanding of how faces are perceived in real life. This paper proposes a refined dual processing model of dynamic face perception, in which expertise in dynamic face perception supports identifying individual faces, and it is a learned behaviour that develops with age. Specifically, facial motions account for the advantages of dynamic faces, compared to static faces. This paper highlights two intrinsic characteristics of facial motions that enable the advantages of dynamic faces in face perception. Firstly, facial motion provides facial information from various viewpoints, and thus supports the generalization of face perception to the unlearned view of faces. Secondly, distinctive motion patterns serve as a cue to the identity of the face.
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Hancock PJB. Familiar faces as islands of expertise. Cognition 2021; 214:104765. [PMID: 34034010 DOI: 10.1016/j.cognition.2021.104765] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Revised: 03/31/2021] [Accepted: 05/04/2021] [Indexed: 11/30/2022]
Abstract
Most people recognise and match pictures of familiar faces effortlessly, while struggling to match unfamiliar face images. This has led to the suggestion that true human expertise for faces applies only to familiar faces. This paper develops that idea to propose that we have isolated 'islands of expertise' surrounding each familiar face that allow us to perform better with faces that resemble those we already know. This idea is tested in three experiments. The first shows that familiarity with a person facilitates identification of their relatives. The second shows that people are better able to remember faces that resemble someone they already know. The third shows that while prompting participants to think about resemblance at study produces a large positive effect on subsequent recognition, there is still a significant effect if there is no such prompt. Face-space-R (Lewis, 2004) is used to illustrate a possible computational explanation of the processes involved.
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Affiliation(s)
- Peter J B Hancock
- Psychology, Faculty of Natural Sciences, University of Stirling, Stirling FK9 4LA, United Kingdom.
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Chu MW, Li WL, Komiyama T. Balancing the Robustness and Efficiency of Odor Representations during Learning. Neuron 2016; 92:174-186. [PMID: 27667005 DOI: 10.1016/j.neuron.2016.09.004] [Citation(s) in RCA: 69] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2016] [Revised: 07/12/2016] [Accepted: 08/23/2016] [Indexed: 01/11/2023]
Abstract
For reliable stimulus identification, sensory codes have to be robust by including redundancy to combat noise, but redundancy sacrifices coding efficiency. To address how experience affects the balance between the robustness and efficiency of sensory codes, we probed odor representations in the mouse olfactory bulb during learning over a week, using longitudinal two-photon calcium imaging. When mice learned to discriminate between two dissimilar odorants, responses of mitral cell ensembles to the two odorants gradually became less discrete, increasing the efficiency. In contrast, when mice learned to discriminate between two very similar odorants, the initially overlapping representations of the two odorants became progressively decorrelated, enhancing the robustness. Qualitatively similar changes were observed when the same odorants were experienced passively, a condition that would induce implicit perceptual learning. These results suggest that experience adjusts odor representations to balance the robustness and efficiency depending on the similarity of the experienced odorants.
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Affiliation(s)
- Monica W Chu
- Neurobiology Section, Center for Neural Circuits and Behavior, and Department of Neurosciences, University of California, San Diego, La Jolla, CA 92093, USA
| | - Wankun L Li
- Neurobiology Section, Center for Neural Circuits and Behavior, and Department of Neurosciences, University of California, San Diego, La Jolla, CA 92093, USA
| | - Takaki Komiyama
- Neurobiology Section, Center for Neural Circuits and Behavior, and Department of Neurosciences, University of California, San Diego, La Jolla, CA 92093, USA; JST, PRESTO, University of California, San Diego, La Jolla, CA 92093, USA.
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Martini M, Bufalari I, Stazi MA, Aglioti SM. Is that me or my twin? Lack of self-face recognition advantage in identical twins. PLoS One 2015; 10:e0120900. [PMID: 25853249 PMCID: PMC4390198 DOI: 10.1371/journal.pone.0120900] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2014] [Accepted: 01/27/2015] [Indexed: 11/18/2022] Open
Abstract
Despite the increasing interest in twin studies and the stunning amount of research on face recognition, the ability of adult identical twins to discriminate their own faces from those of their co-twins has been scarcely investigated. One's own face is the most distinctive feature of the bodily self, and people typically show a clear advantage in recognizing their own face even more than other very familiar identities. Given the very high level of resemblance of their faces, monozygotic twins represent a unique model for exploring self-face processing. Herein we examined the ability of monozygotic twins to distinguish their own face from the face of their co-twin and of a highly familiar individual. Results show that twins equally recognize their own face and their twin's face. This lack of self-face advantage was negatively predicted by how much they felt physically similar to their co-twin and by their anxious or avoidant attachment style. We speculate that in monozygotic twins, the visual representation of the self-face overlaps with that of the co-twin. Thus, to distinguish the self from the co-twin, monozygotic twins have to rely much more than control participants on the multisensory integration processes upon which the sense of bodily self is based. Moreover, in keeping with the notion that attachment style influences perception of self and significant others, we propose that the observed self/co-twin confusion may depend upon insecure attachment.
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Affiliation(s)
- Matteo Martini
- Department of Psychology, University of Rome “La Sapienza,” Via dei Marsi 78, 00185 Rome, Italy
- IRCCS Fondazione Santa Lucia, Via Ardeatina 306, 00100 Rome, Italy
- Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Carrer del Rosselló, 149, 08036 Barcelona, Spain
- School of Psychology, University of East London, Water Lane, Stratford, London E15 4LZ, United Kingdom
| | - Ilaria Bufalari
- Department of Psychology, University of Rome “La Sapienza,” Via dei Marsi 78, 00185 Rome, Italy
- IRCCS Fondazione Santa Lucia, Via Ardeatina 306, 00100 Rome, Italy
| | - Maria Antonietta Stazi
- National Twin Registry—Italian National Institute of Health, Viale Regina Elena 299, 00161 Rome, Italy
| | - Salvatore Maria Aglioti
- Department of Psychology, University of Rome “La Sapienza,” Via dei Marsi 78, 00185 Rome, Italy
- IRCCS Fondazione Santa Lucia, Via Ardeatina 306, 00100 Rome, Italy
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Bullot NJ. Agent tracking: a psycho-historical theory of the identification of living and social agents. BIOLOGY & PHILOSOPHY 2014; 30:359-382. [PMID: 26005237 PMCID: PMC4438138 DOI: 10.1007/s10539-014-9447-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/26/2013] [Accepted: 04/16/2014] [Indexed: 06/04/2023]
Abstract
To explain agent-identification behaviours, universalist theories in the biological and cognitive sciences have posited mental mechanisms thought to be universal to all humans, such as agent detection and face recognition mechanisms. These universalist theories have paid little attention to how particular sociocultural or historical contexts interact with the psychobiological processes of agent-identification. In contrast to universalist theories, contextualist theories appeal to particular historical and sociocultural contexts for explaining agent-identification. Contextualist theories tend to adopt idiographic methods aimed at recording the heterogeneity of human behaviours across history, space, and cultures. Defenders of the universalist approach tend to criticise idiographic methods because such methods can lead to relativism or may lack generality. To overcome explanatory limitations of proposals that adopt either universalist or contextualist approaches in isolation, I propose a philosophical model that integrates contributions from both traditions: the psycho-historical theory of agent-identification. This theory investigates how the tracking processes that humans use for identifying agents interact with the unique socio-historical contexts that support agent-identification practices. In integrating hypotheses about the history of agents with psychological and epistemological principles regarding agent-identification, the theory can generate novel hypotheses regarding the distinction between recognition-based, heuristic-based, and explanation-based agent-identification.
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Affiliation(s)
- Nicolas J. Bullot
- ARC Centre of Excellence in Cognition and its Disorders, Department of Cognitive Science, Macquarie University, North Ryde, NSW 2109 Australia
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Saether L, Van Belle W, Laeng B, Brennen T, Øvervoll M. Anchoring gaze when categorizing faces' sex: evidence from eye-tracking data. Vision Res 2009; 49:2870-80. [PMID: 19733582 DOI: 10.1016/j.visres.2009.09.001] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2008] [Revised: 08/13/2009] [Accepted: 09/01/2009] [Indexed: 11/25/2022]
Abstract
Previous research has shown that during recognition of frontal views of faces, the preferred landing positions of eye fixations are either on the nose or the eye region. Can these findings generalize to other facial views and a simpler perceptual task? An eye-tracking experiment investigated categorization of the sex of faces seen in four views. The results revealed a strategy, preferred in all views, which consisted of focusing gaze within an 'infraorbital region' of the face. This region was fixated more in the first than in subsequent fixations. Males anchored gaze lower and more centrally than females.
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Affiliation(s)
- Line Saether
- University Library, Department of Psychology and Law, University of Tromsø, Norway.
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