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Grove TB, Yao B, Mueller SA, McLaughlin M, Ellingrod VL, McInnis MG, Taylor SF, Deldin PJ, Tso IF. A Bayesian model comparison approach to test the specificity of visual integration impairment in schizophrenia or psychosis. Psychiatry Res 2018; 265:271-278. [PMID: 29768190 PMCID: PMC6448399 DOI: 10.1016/j.psychres.2018.04.061] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/04/2017] [Revised: 02/23/2018] [Accepted: 04/22/2018] [Indexed: 10/17/2022]
Abstract
Impaired visual integration is well documented in schizophrenia and related to functional outcomes. However, it is unclear if this deficit is specific to schizophrenia, or characteristic of psychosis more broadly. To address this question, this study used a Bayesian model comparison approach to examine the evidence of three grouping models of visual integration performance in 116 individuals with schizophrenia (SZ), schizoaffective disorder (SA), bipolar disorder (BD) with or without a history of prominent psychosis (BDP+ and BDP-, respectively), or no psychiatric diagnosis (healthy controls; HC). We compared: (1) Psychosis Model (psychosis, non-psychosis), where the psychosis group included SZ, SA, and BDP+, and the non-psychosis group included BDP- and HC; (2) Schizophrenia Model (SZ, non-SZ); and (3) DSM Model (SZ, SA, BD, HC). The relationship between visual integration and general cognition was also explored. The Psychosis Model showed the strongest evidence, and visual integration was associated with general cognition in participants with psychosis. The results were consistent with the Research Domain Criteria (RDoC) framework, indicating that visual integration impairment is characteristic of psychosis and not specific to SZ or DSM categories, and may share similar disease pathways with observed neurocognitive deficits in psychotic disorders.
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Affiliation(s)
- Tyler B. Grove
- Department of Psychology, University of Michigan, Ann Arbor, Michigan, USA,Correspondence concerning this article should be addressed to Tyler Grove, Department of Psychology, University of Michigan, 530 Church Street, Ann Arbor, Michigan 48109, USA. . Tel: 1-(734)-647-3872
| | - Beier Yao
- Department of Psychology, Michigan State University, East Lansing, Michigan, USA
| | - Savanna A. Mueller
- Department of Psychology, University of Michigan, Ann Arbor, Michigan, USA
| | | | - Vicki L. Ellingrod
- Department of Psychiatry, University of Michigan, Ann Arbor, Michigan, USA,College of Pharmacy, University of Michigan, Ann Arbor, Michigan, USA
| | - Melvin G. McInnis
- Department of Psychiatry, University of Michigan, Ann Arbor, Michigan, USA
| | - Stephan F. Taylor
- Department of Psychology, University of Michigan, Ann Arbor, Michigan, USA,Department of Psychiatry, University of Michigan, Ann Arbor, Michigan, USA
| | - Patricia J. Deldin
- Department of Psychology, University of Michigan, Ann Arbor, Michigan, USA,Department of Psychiatry, University of Michigan, Ann Arbor, Michigan, USA
| | - Ivy F. Tso
- Department of Psychology, University of Michigan, Ann Arbor, Michigan, USA,Department of Psychiatry, University of Michigan, Ann Arbor, Michigan, USA
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2
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Contour interpolation: A case study in Modularity of Mind. Cognition 2018; 174:1-18. [PMID: 29407601 DOI: 10.1016/j.cognition.2018.01.008] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2017] [Revised: 01/17/2018] [Accepted: 01/18/2018] [Indexed: 01/29/2023]
Abstract
In his monograph Modularity of Mind (1983), philosopher Jerry Fodor argued that mental architecture can be partly decomposed into computational organs termed modules, which were characterized as having nine co-occurring features such as automaticity, domain specificity, and informational encapsulation. Do modules exist? Debates thus far have been framed very generally with few, if any, detailed case studies. The topic is important because it has direct implications on current debates in cognitive science and because it potentially provides a viable framework from which to further understand and make hypotheses about the mind's structure and function. Here, the case is made for the modularity of contour interpolation, which is a perceptual process that represents non-visible edges on the basis of how surrounding visible edges are spatiotemporally configured. There is substantial evidence that interpolation is domain specific, mandatory, fast, and developmentally well-sequenced; that it produces representationally impoverished outputs; that it relies upon a relatively fixed neural architecture that can be selectively impaired; that it is encapsulated from belief and expectation; and that its inner workings cannot be fathomed through conscious introspection. Upon differentiating contour interpolation from a higher-order contour representational ability ("contour abstraction") and upon accommodating seemingly inconsistent experimental results, it is argued that interpolation is modular to the extent that the initiating conditions for interpolation are strong. As interpolated contours become more salient, the modularity features emerge. The empirical data, taken as a whole, show that at least certain parts of the mind are modularly organized.
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Grzymisch A, Grimsen C, Ernst UA. Contour Integration in Dynamic Scenes: Impaired Detection Performance in Extended Presentations. Front Psychol 2017; 8:1501. [PMID: 28928692 PMCID: PMC5591827 DOI: 10.3389/fpsyg.2017.01501] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2017] [Accepted: 08/18/2017] [Indexed: 11/13/2022] Open
Abstract
Since scenes in nature are highly dynamic, perception requires an on-going and robust integration of local information into global representations. In vision, contour integration (CI) is one of these tasks, and it is performed by our brain in a seemingly effortless manner. Following the rule of good continuation, oriented line segments are linked into contour percepts, thus supporting important visual computations such as the detection of object boundaries. This process has been studied almost exclusively using static stimuli, raising the question of whether the observed robustness and "pop-out" quality of CI carries over to dynamic scenes. We investigate contour detection in dynamic stimuli where targets appear at random times by Gabor elements aligning themselves to form contours. In briefly presented displays (230 ms), a situation comparable to classical paradigms in CI, performance is about 87%. Surprisingly, we find that detection performance decreases to 67% in extended presentations (about 1.9-3.8 s) for the same target stimuli. In order to observe the same reduction with briefly presented stimuli, presentation time has to be drastically decreased to intervals as short as 50 ms. Cueing a specific contour position or shape helps in partially compensating this deterioration, and only in extended presentations combining a location and a shape cue was more efficient than providing a single cue. Our findings challenge the notion of CI as a mainly stimulus-driven process leading to pop-out percepts, indicating that top-down processes play a much larger role in supporting fundamental integration processes in dynamic scenes than previously thought.
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Affiliation(s)
- Axel Grzymisch
- Department of Physics, Institute for Theoretical Physics, University of BremenBremen, Germany
| | - Cathleen Grimsen
- Institute for Human Neurobiology, University of BremenBremen, Germany
| | - Udo A. Ernst
- Department of Physics, Institute for Theoretical Physics, University of BremenBremen, Germany
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Ernst UA, Schiffer A, Persike M, Meinhardt G. Contextual Interactions in Grating Plaid Configurations Are Explained by Natural Image Statistics and Neural Modeling. Front Syst Neurosci 2016; 10:78. [PMID: 27757076 PMCID: PMC5048088 DOI: 10.3389/fnsys.2016.00078] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2016] [Accepted: 09/16/2016] [Indexed: 11/13/2022] Open
Abstract
Processing natural scenes requires the visual system to integrate local features into global object descriptions. To achieve coherent representations, the human brain uses statistical dependencies to guide weighting of local feature conjunctions. Pairwise interactions among feature detectors in early visual areas may form the early substrate of these local feature bindings. To investigate local interaction structures in visual cortex, we combined psychophysical experiments with computational modeling and natural scene analysis. We first measured contrast thresholds for 2 × 2 grating patch arrangements (plaids), which differed in spatial frequency composition (low, high, or mixed), number of grating patch co-alignments (0, 1, or 2), and inter-patch distances (1° and 2° of visual angle). Contrast thresholds for the different configurations were compared to the prediction of probability summation (PS) among detector families tuned to the four retinal positions. For 1° distance the thresholds for all configurations were larger than predicted by PS, indicating inhibitory interactions. For 2° distance, thresholds were significantly lower compared to PS when the plaids were homogeneous in spatial frequency and orientation, but not when spatial frequencies were mixed or there was at least one misalignment. Next, we constructed a neural population model with horizontal laminar structure, which reproduced the detection thresholds after adaptation of connection weights. Consistent with prior work, contextual interactions were medium-range inhibition and long-range, orientation-specific excitation. However, inclusion of orientation-specific, inhibitory interactions between populations with different spatial frequency preferences were crucial for explaining detection thresholds. Finally, for all plaid configurations we computed their likelihood of occurrence in natural images. The likelihoods turned out to be inversely related to the detection thresholds obtained at larger inter-patch distances. However, likelihoods were almost independent of inter-patch distance, implying that natural image statistics could not explain the crowding-like results at short distances. This failure of natural image statistics to resolve the patch distance modulation of plaid visibility remains a challenge to the approach.
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Affiliation(s)
- Udo A Ernst
- Computational Neuroscience Lab, Department of Physics, Institute for Theoretical Physics, University of Bremen Bremen, Germany
| | - Alina Schiffer
- Computational Neuroscience Lab, Department of Physics, Institute for Theoretical Physics, University of Bremen Bremen, Germany
| | - Malte Persike
- Methods Section, Department of Psychology, Johannes Gutenberg University Mainz Mainz, Germany
| | - Günter Meinhardt
- Methods Section, Department of Psychology, Johannes Gutenberg University Mainz Mainz, Germany
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5
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Persike M, Meinhardt G. Contour integration with corners. Vision Res 2016; 127:132-140. [PMID: 27542687 DOI: 10.1016/j.visres.2016.07.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2016] [Revised: 06/11/2016] [Accepted: 07/04/2016] [Indexed: 10/21/2022]
Abstract
Contour integration refers to the ability of the visual system to bind disjoint local elements into coherent global shapes. In cluttered images containing randomly oriented elements a contour becomes salient when its elements are coaligned with a smooth global trajectory, as described by the Gestalt law of good continuation. Abrupt changes of curvature strongly diminish contour salience. Here we show that by inserting local corner elements at points of angular discontinuity, a jagged contour becomes as salient as a straight one. We report results from detection experiments for contours with and without corner elements which indicate their psychophysical equivalence. This presents a challenge to the notion that contour integration mostly relies on local interactions between neurons tuned to single orientations, and suggests that a site where single orientations and more complex local features are combined constitutes the early basis of contour and 2D shape processing.
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Affiliation(s)
- Malte Persike
- Psychological Institute, Department of Statistical Methods, Johannes Gutenberg University Mainz, Wallstr. 3, D-55122 Mainz, Germany.
| | - Günter Meinhardt
- Psychological Institute, Department of Statistical Methods, Johannes Gutenberg University Mainz, Wallstr. 3, D-55122 Mainz, Germany.
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Persike M, Meinhardt G. Effects of Spatial Frequency Similarity and Dissimilarity on Contour Integration. PLoS One 2015; 10:e0126449. [PMID: 26057620 PMCID: PMC4461267 DOI: 10.1371/journal.pone.0126449] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2014] [Accepted: 03/31/2015] [Indexed: 11/18/2022] Open
Abstract
We examined the effects of spatial frequency similarity and dissimilarity on human contour integration under various conditions of uncertainty. Participants performed a temporal 2AFC contour detection task. Spatial frequency jitter up to 3.0 octaves was applied either to background elements, or to contour and background elements, or to none of both. Results converge on four major findings. (1) Contours defined by spatial frequency similarity alone are only scarcely visible, suggesting the absence of specialized cortical routines for shape detection based on spatial frequency similarity. (2) When orientation collinearity and spatial frequency similarity are combined along a contour, performance amplifies far beyond probability summation when compared to the fully heterogenous condition but only to a margin compatible with probability summation when compared to the fully homogenous case. (3) Psychometric functions are steeper but not shifted for homogenous contours in heterogenous backgrounds indicating an advantageous signal-to-noise ratio. The additional similarity cue therefore not so much improves contour detection performance but primarily reduces observer uncertainty about whether a potential candidate is a contour or just a false positive. (4) Contour integration is a broadband mechanism which is only moderately impaired by spatial frequency dissimilarity.
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Affiliation(s)
- Malte Persike
- Johannes Gutenberg University, Mainz, Germany
- * E-mail:
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7
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Phillips WA, Clark A, Silverstein SM. On the functions, mechanisms, and malfunctions of intracortical contextual modulation. Neurosci Biobehav Rev 2015; 52:1-20. [PMID: 25721105 DOI: 10.1016/j.neubiorev.2015.02.010] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2014] [Revised: 02/02/2015] [Accepted: 02/15/2015] [Indexed: 10/23/2022]
Abstract
A broad neuron-centric conception of contextual modulation is reviewed and re-assessed in the light of recent neurobiological studies of amplification, suppression, and synchronization. Behavioural and computational studies of perceptual and higher cognitive functions that depend on these processes are outlined, and evidence that those functions and their neuronal mechanisms are impaired in schizophrenia is summarized. Finally, we compare and assess the long-term biological functions of contextual modulation at the level of computational theory as formalized by the theories of coherent infomax and free energy reduction. We conclude that those theories, together with the many empirical findings reviewed, show how contextual modulation at the neuronal level enables the cortex to flexibly adapt the use of its knowledge to current circumstances by amplifying and grouping relevant activities and by suppressing irrelevant activities.
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Affiliation(s)
- W A Phillips
- Department of Psychology, University of Stirling, FK9 4LA, Scotland, UK
| | - A Clark
- School of Philosophy, Psychology, and Language Sciences, University of Edinburgh, EH12 5AY, Scotland, UK
| | - S M Silverstein
- Rutgers Biomedical and Health Sciences, Piscataway, NJ, USA.
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8
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Keane BP, Erlikhman G, Kastner S, Paterno D, Silverstein SM. Multiple forms of contour grouping deficits in schizophrenia: what is the role of spatial frequency? Neuropsychologia 2014; 65:221-33. [PMID: 25446968 PMCID: PMC4269227 DOI: 10.1016/j.neuropsychologia.2014.10.031] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2014] [Revised: 09/11/2014] [Accepted: 10/24/2014] [Indexed: 10/24/2022]
Abstract
Schizophrenia patients poorly perceive Kanizsa figures and integrate co-aligned contour elements (Gabors). They also poorly process low spatial frequencies (SFs), which presumably reflects dysfunction along the dorsal pathway. Can contour grouping deficits be explained in terms of the spatial frequency content of the display elements? To address the question, we tested patients and matched controls on three contour grouping paradigms in which the SF composition was modulated. In the Kanizsa task, subjects discriminated quartets of sectored circles ("pac-men") that either formed or did not form Kanizsa shapes (illusory and fragmented conditions, respectively). In contour integration, subjects identified the screen quadrant thought to contain a closed chain of co-circular Gabors. In collinear facilitation, subjects attempted to detect a central low-contrast element flanked by collinear or orthogonal high-contrast elements, and facilitation corresponded to the amount by which collinear flankers reduced contrast thresholds. We varied SF by modifying the element features in the Kanizsa task and by scaling the entire stimulus display in the remaining tasks (SFs ranging from 4 to 12 cycles/deg). Irrespective of SF, patients were worse at discriminating illusory, but not fragmented shapes. Contrary to our hypothesis, collinear facilitation and contour integration were abnormal in the clinical group only for the higher SF (>=10 c/deg). Grouping performance correlated with clinical variables, such as conceptual disorganization, general symptoms, and levels of functioning. In schizophrenia, three forms of contour grouping impairments prominently arise and cannot be attributed to poor low SF processing. Neurobiological and clinical implications are discussed.
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Affiliation(s)
- Brian P Keane
- University Behavioral Health Care, Rutgers University, Piscataway, NJ 08854, USA; Center for Cognitive Science, Rutgers University, Piscataway, NJ 08854, USA.
| | - Gennady Erlikhman
- Department of Psychology, University of California, Los Angeles, Los Angeles, CA, USA
| | - Sabine Kastner
- Princeton Neuroscience Institute, Princeton University, Princeton, NJ 08540, USA; Department of Psychology, Princeton University, Princeton, NJ 08540, USA
| | - Danielle Paterno
- University Behavioral Health Care, Rutgers University, Piscataway, NJ 08854, USA
| | - Steven M Silverstein
- University Behavioral Health Care, Rutgers University, Piscataway, NJ 08854, USA; Rutgers-Robert Wood Johnson Medical School, Piscataway, NJ 08854, USA
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9
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Silverstein SM. Jung's views on causes and treatments of schizophrenia in light of current trends in cognitive neuroscience and psychotherapy research I. Aetiology and phenomenology. THE JOURNAL OF ANALYTICAL PSYCHOLOGY 2014; 59:98-129. [DOI: 10.1111/1468-5922.12057] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
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10
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Roudaia E, Bennett PJ, Sekuler AB. Contour integration and aging: the effects of element spacing, orientation alignment and stimulus duration. Front Psychol 2013; 4:356. [PMID: 23801978 PMCID: PMC3687141 DOI: 10.3389/fpsyg.2013.00356] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2013] [Accepted: 05/31/2013] [Indexed: 01/11/2023] Open
Abstract
The ability to extract contours in cluttered visual scenes, which is a crucial step in visual processing, declines with healthy aging, but the reasons for this decline are not well understood. In three experiments, we examined how the effect of aging on contour discrimination varies as a function of contour and distracter inter-element spacing, collinearity, and stimulus duration. Spiral-shaped contours composed of Gabors were embedded within a field of distracter Gabors of uniform density. In a four alternative forced-choice task, younger and older subjects were required to report the global orientation of the contour. In Experiment 1, the absolute contour element spacing varied from two to eight times the Gabor wavelength and contour element collinearity was disrupted with five levels of orientation jitter. Contour discrimination accuracy was lower in older subjects, but the effect of aging did not vary with contour spacing or orientation jitter. Experiment 2 found that decreasing stimulus durations from 0.8 to 0.04 s had a greater effect on older subjects' performance, but only for less salient contours. Experiment 3 examined the effect of the background on contour discrimination by varying the spacing and orientation of the distracter elements for contours with small and large absolute spacing. As in Experiment, the effect of aging did not vary with absolute contour spacing. Decreasing the distracter spacing, however, had a greater detrimental effect on accuracy in older subjects compared to younger subjects. Finally, both groups showed equally high accuracy when all distracters were iso-oriented. In sum, these findings suggest that aging does not affect the sensitivity of contour integration to proximity or collinearity. However, contour integration in older adults is slower and is especially vulnerable when distracters are denser than contour elements.
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Affiliation(s)
- Eugenie Roudaia
- Vision and Cognitive Neuroscience Lab, Department of Psychology, Neuroscience and Behaviour, McMaster University Hamilton, ON, Canada ; Institute of Neuroscience, Multisensory Cognition Research Group, Trinity College Dublin Dublin, Ireland
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Keane BP, Silverstein SM, Barch DM, Carter CS, Gold JM, Kovács I, MacDonald AW, Ragland JD, Strauss ME. The spatial range of contour integration deficits in schizophrenia. Exp Brain Res 2012; 220:251-9. [PMID: 22710617 PMCID: PMC3466169 DOI: 10.1007/s00221-012-3134-4] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2011] [Accepted: 05/21/2012] [Indexed: 11/28/2022]
Abstract
Contour integration (CI) refers to the process that represents spatially separated elements as a unified edge or closed shape. Schizophrenia is a psychiatric disorder characterized by symptoms such as hallucinations, delusions, disorganized thinking, inappropriate affect, and social withdrawal. Persons with schizophrenia are impaired at CI, but the specific mechanisms underlying the deficit are still not clear. Here, we explored the hypothesis that poor patient performance owes to reduced feedback or impaired longer-range lateral connectivity within early visual cortex--functionally similar to that found in 5- to 6-year old children. This hypothesis predicts that as target element spacing increases from .7 to 1.4° of visual angle, patient impairments will become more pronounced. As a test of the prediction, 25 healthy controls and 36 clinically stable, asymptomatic persons with schizophrenia completed a CI task that involved determining whether a subset of Gabor elements formed a leftward or rightward pointing shape. Adjacent shape elements were spaced at either .7 or 1.4° of visual angle. Difficulty in each spacing condition depended on the number of noise elements present. Patients performed worse than controls overall, both groups performed worse with the larger spacing, and the magnitude of the between-group difference was not amplified at the larger spacing. These results show that CI deficits in schizophrenia cannot be explained in terms of a reduced spatial range of integration, at least not when the shape elements are spaced within 1.5°. Later-developing, low-level integrative mechanisms of lateral connectivity and feedback appear not to be differentially impaired in the illness.
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Affiliation(s)
- Brian P Keane
- Division of Schizophrenia Research, University Behavioral HealthCare, University of Medicine and Dentistry of New Jersey, 151 Centennial Ave, Piscataway, NJ 08854, USA.
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12
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Ernst UA, Mandon S, Schinkel-Bielefeld N, Neitzel SD, Kreiter AK, Pawelzik KR. Optimality of human contour integration. PLoS Comput Biol 2012; 8:e1002520. [PMID: 22654653 PMCID: PMC3360074 DOI: 10.1371/journal.pcbi.1002520] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2011] [Accepted: 03/31/2012] [Indexed: 11/18/2022] Open
Abstract
For processing and segmenting visual scenes, the brain is required to combine a multitude of features and sensory channels. It is neither known if these complex tasks involve optimal integration of information, nor according to which objectives computations might be performed. Here, we investigate if optimal inference can explain contour integration in human subjects. We performed experiments where observers detected contours of curvilinearly aligned edge configurations embedded into randomly oriented distractors. The key feature of our framework is to use a generative process for creating the contours, for which it is possible to derive a class of ideal detection models. This allowed us to compare human detection for contours with different statistical properties to the corresponding ideal detection models for the same stimuli. We then subjected the detection models to realistic constraints and required them to reproduce human decisions for every stimulus as well as possible. By independently varying the four model parameters, we identify a single detection model which quantitatively captures all correlations of human decision behaviour for more than 2000 stimuli from 42 contour ensembles with greatly varying statistical properties. This model reveals specific interactions between edges closely matching independent findings from physiology and psychophysics. These interactions imply a statistics of contours for which edge stimuli are indeed optimally integrated by the visual system, with the objective of inferring the presence of contours in cluttered scenes. The recurrent algorithm of our model makes testable predictions about the temporal dynamics of neuronal populations engaged in contour integration, and it suggests a strong directionality of the underlying functional anatomy.
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Affiliation(s)
- Udo A Ernst
- Department of Neurophysics, Institute for Theoretical Physics, University of Bremen, Bremen, Germany.
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Pitts MA, Martínez A, Hillyard SA. Visual Processing of Contour Patterns under Conditions of Inattentional Blindness. J Cogn Neurosci 2012; 24:287-303. [PMID: 21812561 DOI: 10.1162/jocn_a_00111] [Citation(s) in RCA: 108] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Abstract
An inattentional blindness paradigm was adapted to measure ERPs elicited by visual contour patterns that were or were not consciously perceived. In the first phase of the experiment, subjects performed an attentionally demanding task while task-irrelevant line segments formed square-shaped patterns or random configurations. After the square patterns had been presented 240 times, subjects' awareness of these patterns was assessed. More than half of all subjects, when queried, failed to notice the square patterns and were thus considered inattentionally blind during this first phase. In the second phase of the experiment, the task and stimuli were the same, but following this phase, all of the subjects reported having seen the patterns. ERPs recorded over the occipital pole differed in amplitude from 220 to 260 msec for the pattern stimuli compared with the random arrays regardless of whether subjects were aware of the patterns. At subsequent latencies (300–340 msec) however, ERPs over bilateral occipital-parietal areas differed between patterns and random arrays only when subjects were aware of the patterns. Finally, in a third phase of the experiment, subjects viewed the same stimuli, but the task was altered so that the patterns became task relevant. Here, the same two difference components were evident but were followed by a series of additional components that were absent in the first two phases of the experiment. We hypothesize that the ERP difference at 220–260 msec reflects neural activity associated with automatic contour integration whereas the difference at 300–340 msec reflects visual awareness, both of which are dissociable from task-related postperceptual processing.
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Affiliation(s)
| | - Antígona Martínez
- 1University of California—San Diego
- 2Nathan Kline Institute for Psychiatric Research, Orangeburg, NY
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Silverstein SM, Keane BP, Barch DM, Carter CS, Gold JM, Kovács I, MacDonald A, Ragland JD, Strauss ME. Optimization and validation of a visual integration test for schizophrenia research. Schizophr Bull 2012; 38:125-34. [PMID: 22021658 PMCID: PMC3245579 DOI: 10.1093/schbul/sbr141] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
The Cognitive Neuroscience Treatment Research to Improve Cognition in Schizophrenia initiative highlighted a contour integration test as a promising index of visual integration impairment because of its well-established psychometric properties; its prior validation in healthy adults, patients, and nonhuman primates; and its potential sensitivity to treatment effects. In this multisite study, our goals were to validate the task on the largest subject sample to date, clarify the task conditions and number of trials that best discriminate patients from controls, and determine whether this discrimination can occur in standard clinical trial settings. For our task, subjects briefly observed a field of disconnected, oriented elements and attempted to decide whether a subset of those elements formed a leftward- or rightward-pointing shape. Difficulty depended on the amount of orientational jitter that was added to the shape's elements. Two versions of this Jittered Orientation Visual Integration task (JOVI) were examined. Study 1 did not reveal between-group differences in threshold (ie, the jitter magnitude needed to reach a performance level of ∼80%), but this likely owed to the wide sampling distribution of jitter levels and resulting floor/ceiling effects in many conditions. Study 2 incorporated a narrower range of difficulty levels and revealed lower thresholds (worse performance) among patients (p < .001). This group difference remained even when only the first half of the trials was analyzed (p = .001). Thus, the JOVI-2 provides a brief, sensitive measure of visual integration deficits in schizophrenia. Neural implications and potential future applications of the JOVI are discussed.
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Affiliation(s)
- Steven M. Silverstein
- University of Medicine and Dentistry of New Jersey, University Behavioral HealthCare, 151 Centennial Avenue, Piscataway, NJ 08854,Department of Psychiatry, University of Medicine and Dentistry of New Jersey, Robert Wood Johnson Medical School, Piscataway, NJ 08854,To whom correspondence should be addressed; tel: 732-235-5149, fax: 732-235-9293, e-mail:
| | - Brian P. Keane
- University of Medicine and Dentistry of New Jersey, University Behavioral HealthCare, 151 Centennial Avenue, Piscataway, NJ 08854,Center for Cognitive Science, Rutgers University, New Brunswick, NJ 08901
| | - Deanna M. Barch
- Departments of Psychology, Psychiatry, and Radiology, Washington University in St Louis, St. Louis, MO 63130
| | - Cameron S. Carter
- Departments of Psychiatry and Psychology, University of California at Davis, Davis, CA 95616
| | - James M. Gold
- Department of Psychiatry, University of Maryland School of Medicine, Maryland Psychiatric Research Center, Baltimore, MD 21201
| | - Ilona Kovács
- Department of Psychology, Budapest University of Technology and Economics, H-1111 Budapest, Hungary
| | - Angus MacDonald
- Department of Psychology, University of Minnesota, Minneapolis, MN 55455
| | - J. Daniel Ragland
- Departments of Psychiatry and Psychology, University of California at Davis, Davis, CA 95616
| | - Milton E. Strauss
- Department of Psychology, Case Western Reserve University, Cleveland, OH 44106
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Gintautas V, Ham MI, Kunsberg B, Barr S, Brumby SP, Rasmussen C, George JS, Nemenman I, Bettencourt LMA, Kenyon GT. Model cortical association fields account for the time course and dependence on target complexity of human contour perception. PLoS Comput Biol 2011; 7:e1002162. [PMID: 21998562 PMCID: PMC3188484 DOI: 10.1371/journal.pcbi.1002162] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2011] [Accepted: 06/29/2011] [Indexed: 12/13/2022] Open
Abstract
Can lateral connectivity in the primary visual cortex account for the time dependence and intrinsic task difficulty of human contour detection? To answer this question, we created a synthetic image set that prevents sole reliance on either low-level visual features or high-level context for the detection of target objects. Rendered images consist of smoothly varying, globally aligned contour fragments (amoebas) distributed among groups of randomly rotated fragments (clutter). The time course and accuracy of amoeba detection by humans was measured using a two-alternative forced choice protocol with self-reported confidence and variable image presentation time (20-200 ms), followed by an image mask optimized so as to interrupt visual processing. Measured psychometric functions were well fit by sigmoidal functions with exponential time constants of 30-91 ms, depending on amoeba complexity. Key aspects of the psychophysical experiments were accounted for by a computational network model, in which simulated responses across retinotopic arrays of orientation-selective elements were modulated by cortical association fields, represented as multiplicative kernels computed from the differences in pairwise edge statistics between target and distractor images. Comparing the experimental and the computational results suggests that each iteration of the lateral interactions takes at least ms of cortical processing time. Our results provide evidence that cortical association fields between orientation selective elements in early visual areas can account for important temporal and task-dependent aspects of the psychometric curves characterizing human contour perception, with the remaining discrepancies postulated to arise from the influence of higher cortical areas. Current computer vision algorithms reproducing the feed-forward features of the primate visual pathway still fall far behind the capabilities of human subjects in detecting objects in cluttered backgrounds. Here we investigate the possibility that recurrent lateral interactions, long hypothesized to form cortical association fields, can account for the dependence of object detection accuracy on shape complexity and image exposure time. Cortical association fields are thought to aid object detection by reinforcing global image features that cannot easily be detected by single neurons in feed-forward models. Our implementation uses the spatial arrangement, relative orientation, and continuity of putative contour elements to compute the lateral contextual support. We designed synthetic images that allowed us to control object shape and background clutter while eliminating unintentional cues to the presence of an otherwise hidden target. In contrast, real objects can vary uncontrollably in shape, are camouflaged to different degrees by background clutter, and are often associated with non-shape cues, making results using natural image sets difficult to interpret. Our computational model of cortical association fields matches many aspects of the time course and object detection accuracy of human subjects on statistically identical synthetic image sets. This implies that lateral interactions may selectively reinforce smooth object global boundaries.
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Affiliation(s)
- Vadas Gintautas
- Center for Nonlinear Studies and T-5, Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
- Physics Department, Chatham University, Pittsburgh, Pennsylvania, United States of America
- * E-mail: (VG); (GTK)
| | - Michael I. Ham
- P-21 Applied Modern Physics (Biological and Quantum Physics), Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - Benjamin Kunsberg
- New Mexico Consortium, Los Alamos, New Mexico, United States of America
| | - Shawn Barr
- New Mexico Consortium, Los Alamos, New Mexico, United States of America
| | - Steven P. Brumby
- Space and Remote Sensing Sciences, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - Craig Rasmussen
- New Mexico Consortium, Los Alamos, New Mexico, United States of America
| | - John S. George
- P-21 Applied Modern Physics (Biological and Quantum Physics), Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - Ilya Nemenman
- Departments of Physics and Biology and Computational and Life Sciences Initiative, Emory University, Atlanta, Georgia, United States of America
| | - Luís M. A. Bettencourt
- Center for Nonlinear Studies and T-5, Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - Garret T. Kenyon
- P-21 Applied Modern Physics (Biological and Quantum Physics), Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
- New Mexico Consortium, Los Alamos, New Mexico, United States of America
- * E-mail: (VG); (GTK)
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16
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Pitts MA, Martínez A, Brewer JB, Hillyard SA. Early stages of figure-ground segregation during perception of the face-vase. J Cogn Neurosci 2010; 23:880-95. [PMID: 20146604 DOI: 10.1162/jocn.2010.21438] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
The temporal sequence of neural processes supporting figure-ground perception was investigated by recording ERPs associated with subjects' perceptions of the face-vase figure. In Experiment 1, subjects continuously reported whether they perceived the face or the vase as the foreground figure by pressing one of two buttons. Each button press triggered a probe flash to the face region, the vase region, or the borders between the two. The N170/vertex positive potential (VPP) component of the ERP elicited by probes to the face region was larger when subjects perceived the faces as figure. Preceding the N170/VPP, two additional components were identified. First, when the borders were probed, ERPs differed in amplitude as early as 110 msec after probe onset depending on subjects' figure-ground perceptions. Second, when the face or vase regions were probed, ERPs were more positive (at ∼ 150-200 msec) when that region was perceived as figure versus background. These components likely reflect an early "border ownership" stage, and a subsequent "figure-ground segregation" stage of processing. To explore the influence of attention on these stages of processing, two additional experiments were conducted. In Experiment 2, subjects selectively attended to the face or vase region, and the same early ERP components were again produced. In Experiment 3, subjects performed an identical selective attention task, but on a display lacking distinctive figure-ground borders, and neither of the early components were produced. Results from these experiments suggest sequential stages of processing underlying figure-ground perception, each which are subject to modifications by selective attention.
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Affiliation(s)
- Michael A Pitts
- School of Medicine, Department of Neurosciences, University of California, San Diego, 9500 Gilman Drive MC 0608, La Jolla, CA 92093-0608, USA.
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17
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Meirovithz E, Ayzenshtat I, Bonneh YS, Itzhack R, Werner-Reiss U, Slovin H. Population response to contextual influences in the primary visual cortex. ACTA ACUST UNITED AC 2009; 20:1293-304. [PMID: 19759123 DOI: 10.1093/cercor/bhp191] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Collinear proximal flankers can facilitate the detection of a low-contrast target or generate false-alarm target detection in the absence of a target. Although these effects are known to involve subthreshold neuronal interactions beyond the classical receptive field, the underlying neuronal mechanisms are not fully understood. Here, we used voltage-sensitive dye imaging that emphasizes subthreshold population activity, at high spatial and temporal resolution and imaged the visual cortex of fixating monkeys while they were presented with a low-contrast Gabor target, embedded within collinear or orthogonal flankers. We found that neuronal activity at the target site in area primary visual cortex increased and response latency decreased due to spatial spread of activation from the flankers' site. This increased activity was smaller than expected by a linear summation. The presentation of flankers alone induced strong spatial filling-in at the target site. Importantly, the increased neuronal activity at the target site was synchronized over time, both locally and with neuronal population at the flanker's site. This onset synchronization was higher for collinear than for orthogonal flankers. We further show that synchrony is a superior code over amplitude, for discriminating collinear from orthogonal pattern. These results suggest that population synchrony can serve as a code to discriminate contextual effects.
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Affiliation(s)
- Elhanan Meirovithz
- Gonda Multidisciplinary Brain Research Center, Bar-Ilan University, Ramat Gan, Israel
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18
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Sterkin A, Yehezkel O, Bonneh YS, Norcia A, Polat U. Backward masking suppresses collinear facilitation in the visual cortex. Vision Res 2009; 49:1784-94. [PMID: 19383510 DOI: 10.1016/j.visres.2009.04.013] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2008] [Revised: 04/02/2009] [Accepted: 04/06/2009] [Indexed: 11/28/2022]
Affiliation(s)
- Anna Sterkin
- Goldschleger Eye Research Institute, Sheba Medical Center, Tel Aviv University, Tel Hashomer 52621, Israel
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19
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Spillmann L. Phenomenology and neurophysiological correlations: two approaches to perception research. Vision Res 2009; 49:1507-21. [PMID: 19303897 DOI: 10.1016/j.visres.2009.02.022] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2008] [Revised: 12/09/2008] [Accepted: 02/05/2009] [Indexed: 10/21/2022]
Abstract
This article argues that phenomenological description and neurophysiological correlation complement each other in perception research. Whilst phenomena constitute the material, neuronal mechanisms are indispensable for their explanation. Numerous examples of neurophysiological correlates show that the correlation of phenomenology and neurophysiology is fruitful. Phenomena for which neuronal mechanism have been found include: (in area V1) filling-in of real and artificial scotomata, contour integration, figure-ground segregation by orientation contrast, amodal completion, and motion transparency; (in V2) modal completion, border ownership, surface transparency, and cyclopean perception; (in V3) alignment in dotted contours, and filling-in with dynamic texture; (in V4) colour constancy; (in MT) shape by accretion/deletion, grouping by coherent motion, apparent motion in motion quartets, motion in apertures, and biological motion. Results suggest that in monkey visual cortex, occlusion cues, including stereo depth, are predominantly processed in lower areas, whereas mechanisms for grouping and motion are primarily represented in higher areas. More correlations are likely to emerge as neuroscientists strive for a better understanding of visual perception. The paper concludes with a review of major achievements in visual neuroscience pertinent to the study of the phenomena under consideration.
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Affiliation(s)
- Lothar Spillmann
- Neurozentrum, Neurological Clinic, University Hospital, Freiburg, Germany.
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20
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Spatio-temporal low-level neural networks account for visual masking. Adv Cogn Psychol 2008; 3:153-65. [PMID: 20517505 PMCID: PMC2864984 DOI: 10.2478/v10053-008-0021-4] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2006] [Accepted: 02/07/2007] [Indexed: 11/21/2022] Open
Abstract
T emporal masking is a paradigm that is widely used to study visual information
processing. When a mask is presented, typically within less than 100 msec before
or after the target, the response to the target is reduced. The results of our
psychophysical and visual evoked potential (VEP) experiments show that the
masking effect critically depends on a combination of several factors: (1) the
processing time of the target, (2) the order of presentation of the target and
the mask, and (3) the spatial arrangement of the target and the mask. Thus, the
masking effect depends on the spatial-temporal combination of these factors.
Suppression was observed when the mask was positioned within a spatial range
that was found to evoke inhibition, and when the temporal separation between the
target and the mask was short. In contrast, lateral facilitation was observed
when the mask was presented at a spatial separation that did not evoke
inhibition from the target’s vicinity and with a temporal sequence that preceded
the target, or when it was presented simultaneously with it, but not when the
target preceded the mask. We propose that masking effects, either suppression or
facilitation, reflect integration into the spatial and the temporal domains of
the feedforward response to the target and the lateral inputs evoked by the mask
(excitatory and/or inhibitory). Because the excitation evoked by the mask
develops and propagates slowly from the mask’s location to the target’s
location, it lags behind the response to the target. On the other hand,
inhibition that is produced in the vicinity of the target evolves more rapidly
and follows the onset and offset of the stimulus more closely. Thus, lateral
excitation that overcomes the inhibition may facilitate the grouping of local
elements into a global percept by increasing the survivability of the object and
its accessibility for perceptual awareness.
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21
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Sterkin A, Yehezkel O, Bonneh YS, Norcia A, Polat U. Multi-component correlate for lateral collinear interactions in the human visual cortex. Vision Res 2008; 48:1641-7. [DOI: 10.1016/j.visres.2008.04.018] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2007] [Revised: 04/14/2008] [Accepted: 04/16/2008] [Indexed: 10/22/2022]
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22
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Abstract
The speed and reliability of mammalian perception indicate that cortical computations can rely on very few action potentials per involved neuron. Together with the stochasticity of single-spike events in cortex, this appears to imply that large populations of redundant neurons are needed for rapid computations with action potentials. Here we demonstrate that very fast and precise computations can be realized also in small networks of stochastically spiking neurons. We present a generative network model for which we derive biologically plausible algorithms that perform spike-by-spike updates of the neuron's internal states and adaptation of its synaptic weights from maximizing the likelihood of the observed spike patterns. Paradigmatic computational tasks demonstrate the online performance and learning efficiency of our framework. The potential relevance of our approach as a model for cortical computation is discussed.
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Affiliation(s)
- Udo Ernst
- Institute for Theoretical Neurophysics, Otto-Hahn-Allee, Bremen, Germany.
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23
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Mathes B, Fahle M. The electrophysiological correlate of contour integration is similar for color and luminance mechanisms. Psychophysiology 2007; 44:305-22. [PMID: 17343713 DOI: 10.1111/j.1469-8986.2007.00501.x] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
Contour integration perceptually links together similarly oriented line elements hidden between randomly oriented distracters. To investigate how contour integration depends on early sensory processing, we compared the electrophysiological correlate of contour integration of elements defined by luminance (black-and-white) or isoluminant color (red-and-green) contrasts. Detection performance for color- and luminance-defined contours (both open and closed) was matched. Detectable contours elicited a negative shift over posterior electrodes starting 220 ms after stimulus onset. The shift occurred for both color and luminance contrasts, even when possible luminance artifacts in red-and-green stimuli were masked. This indicates a common physiological processing stream for orientation-based contour integration of red-and-green and black-and-white elements.
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Affiliation(s)
- Birgit Mathes
- Department of Human Neurobiology, University of Bremen, 28211 Bremen, Germany.
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24
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Mathes B, Trenner D, Fahle M. The electrophysiological correlate of contour integration is modulated by task demands. Brain Res 2006; 1114:98-112. [PMID: 16945355 DOI: 10.1016/j.brainres.2006.07.068] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2006] [Revised: 07/10/2006] [Accepted: 07/13/2006] [Indexed: 10/24/2022]
Abstract
Psychophysical studies demonstrated under which task conditions contour integration based on orientation cues succeeds or fails. We investigated how the electrophysiological correlate of contour integration is modulated by changes in task demands. In two experiments, event-related potentials (ERPs) were recorded. We presented open or nearly closed contours defined by Gabor elements embedded in a background of randomly oriented distracters. In experiment 1, randomly oriented Gabors preceded the test stimulus, while in experiment 2, the screen was blank before appearance of the test stimulus. Correct performance was above 96% for aligned and slightly misaligned contours but did not significantly differ from chance level for random orientations of the contour elements. Detectable contours elicited a negative shift over posterior recording sites. This effect started about 150 ms after stimulus onset but was delayed for more difficult contour integration. Presenting the stimulus after a random display elicited a frontal selection positivity (FSP). In both experiments, contours elicited a P3, which was larger for aligned compared to misaligned contours. Timing, duration and localisation of the negative enhancement were similar to both the texture segmentation VEP (tsVEP) and the selection negativity (SN). Our results indicate that contours are processed similar to textures and that decreasing saliency of detectable contours is compensated by increasing processing time which possibly results from increasing allocation of visual selective attention.
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Affiliation(s)
- Birgit Mathes
- University of Bremen, Department of Human Neurobiology, Argonnenstr. 3, 28211 Bremen, Germany.
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25
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Schinkel N, Pawelzik KR, Ernst UA. Optimal contour integration: When additive algorithms fail. Neurocomputing 2006. [DOI: 10.1016/j.neucom.2005.12.095] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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26
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Gaese BH, King I, Felsheim C, Ostwald J, von der Behrens W. Discrimination of direction in fast frequency-modulated tones by rats. J Assoc Res Otolaryngol 2006; 7:48-58. [PMID: 16411160 PMCID: PMC2504587 DOI: 10.1007/s10162-005-0022-7] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2005] [Accepted: 11/16/2005] [Indexed: 11/26/2022] Open
Abstract
Fast frequency modulations (FM) are an essential part of species-specific auditory signals in animals as well as in human speech. Major parameters characterizing non-periodic frequency modulations are the direction of frequency change in the FM sweep (upward/downward) and the sweep speed, i.e., the speed of frequency change. While it is well established that both parameters are represented in the mammalian central auditory pathway, their importance at the perceptual level in animals is unclear. We determined the ability of rats to discriminate between upward and downward modulated FM-tones as a function of sweep speed in a two-alternative-forced-choice-paradigm. Directional discrimination in logarithmic FM-sweeps was reduced with increasing sweep speed between 20 and 1,000 octaves/s following a psychometric function. Average threshold sweep speed for FM directional discrimination was 96 octaves/s. This upper limit of perceptual FM discrimination fits well the upper limit of preferred sweep speeds in auditory neurons and the upper limit of neuronal direction selectivity in the rat auditory cortex and midbrain, as it is found in the literature. Influences of additional stimulus parameters on FM discrimination were determined using an adaptive testing-procedure for efficient threshold estimation based on a maximum likelihood approach. Directional discrimination improved with extended FM sweep range between two and five octaves. Discrimination performance declined with increasing lower frequency boundary of FM sweeps, showing an especially strong deterioration when the boundary was raised from 2 to 4 kHz. This deterioration corresponds to a frequency-dependent decline in direction selectivity of FM-encoding neurons in the rat auditory cortex, as described in the literature. Taken together, by investigating directional discrimination of FM sweeps in the rat we found characteristics at the perceptual level that can be related to several aspects of FM encoding in the central auditory pathway.
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Affiliation(s)
- Bernhard H Gaese
- Institut für Biologie II, RWTH Aachen, Kopernikusstr. 16, D-52074, Aachen, Germany.
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