Absence of contour linking in peripheral vision
Abstract
Human foveal vision is subserved initially by groups of spatial, temporal and orientational 'filters', the outputs of which are combined to define perceptual objects. Although a great deal is known about the filtering properties of individual cortical cells, relatively little is known about the nature of this 'linking' process. One recent approach has shown that the process can be thought of in terms of an association field whose strength is determined conjointly by the orientation and distance of the object. Here we describe a fundamental difference in this feature-linking process in central and peripheral parts of the visual field, which provides insight into the ways that foveal and peripheral visual perception differ. In the fovea, performance can be explained only by intercellular linking operations whereas in the periphery intracellular filtering will suffice. This difference represents a substantial economy in cortical neuronal processing of peripheral visual information and may allow a recent theory of intercellular binding to be tested.
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Embedded contours constructed from Gabor elements cannot be detected by purely local feature detectors or by the known types of orientation-tuned neurons with large receptive fields.
“Embedded contours constructed from such elements cannot be detected by purely local feature detectors or by the known types of orientation-tuned neurons with large receptive fields (e.g., 64); their detection requires the integration of local orientation measurements (Figure 6).”
From Visual perception and its impairment in schizophrenia (2008) · cites this paper as [64]
Detection of embedded contours requires the integration of local orientation measurements.
“Embedded contours constructed from such elements cannot be detected by purely local feature detectors or by the known types of orientation-tuned neurons with large receptive fields (e.g., 64); their detection requires the integration of local orientation measurements (Figure 6).”
From Visual perception and its impairment in schizophrenia (2008) · cites this paper as [64]
Cites
Contour integration by the human visual system: Evidence for a local “association field”
Field, D. J., Hayes, A., & Hess, R. F. (1993) · Vision Research · doi:10.1016/0042-6989(93)90156-q · Cited by 1,629 · see citing works
Schneider, G. E. (1969) · Science · doi:10.1126/science.163.3870.895 · Cited by 1,389 · see citing works
Columnar specificity of intrinsic horizontal and corticocortical connections in cat visual cortex
Gilbert, C., & Wiesel, T. (1989) · Journal of Neuroscience · doi:10.1523/jneurosci.09-07-02432.1989 · Cited by 1,155 · see citing works
Voorhoeve, P. E. (1989) · Journal of the Neurological Sciences · doi:10.1016/0022-510x(89)90011-7 · Cited by 773 · see citing works
Temporal coding in the visual cortex: new vistas on integration in the nervous system
Engel, A. K., Peter König, B., Kreiter, A. K., Schillen, T. B., & Singer, W. (1992) · Trends in Neurosciences · doi:10.1016/0166-2236(92)90039-b · Cited by 754 · see citing works
The organization of chromatic and spatial interactions in the primate striate cortex
Ts'o, D., & Gilbert, C. (1988) · Journal of Neuroscience · doi:10.1523/jneurosci.08-05-01712.1988 · Cited by 548 · see citing works
Nowack, W. J. (1989) · Neurology · doi:10.1212/wnl.39.9.1274-a · Cited by 533 · see citing works
A theory of the primitive spatial code in human vision
Watt, R. J., & Morgan, M. J. (1985) · Vision Research · doi:10.1016/0042-6989(85)90138-5 · Cited by 350 · see citing works
Başar, E., Flohr, H., Haken, H., & Mandell, A. J. (1983) · Springer series in synergetics · doi:10.1007/978-3-642-69421-9 · Cited by 262 · see citing works
Orientation bandwidths of spatial mechanisms measured by masking
Phillips, G. C., & Wilson, H. R. (1984) · Journal of the Optical Society of America A · doi:10.1364/josaa.1.000226 · Cited by 256 · see citing works
How are Nervous Structures Organized?
von der Malsburg, C. (1983) · Springer series in synergetics · doi:10.1007/978-3-642-69421-9_19 · Cited by 62 · see citing works
Untersuchungen über den Raumsinn der Retina
Aubert, & Foerster (1857) · Graefe s Archive for Clinical and Experimental Ophthalmology · doi:10.1007/bf02720715 · Cited by 51 · see citing works
Wang, Y., Thibos, L. N., & Bradley, A. T. (1996) · Vision Research · doi:10.1016/0042-6989(95)00249-9 · Cited by 24 · see citing works
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Peripheral vision and pattern recognition: A review
Strasburger, H., Rentschler, I., & Jüttner, M. (2011) · Journal of Vision · doi:10.1167/11.5.13 · Cited by 939 · see citing works
Vagaries of Visual Perception in Autism
Dakin, S. C., & Frith, U. (2005) · Neuron · doi:10.1016/j.neuron.2005.10.018 · Cited by 763 · see citing works
Visual perception and its impairment in schizophrenia
Butler, P. D., Silverstein, S. M., & Dakin, S. C. (2008) · Biological Psychiatry · doi:10.1016/j.biopsych.2008.03.023 · Cited by 472 · see citing works
Computational Maps in the Visual Cortex
Miikkulainen, R., Sirosh, J., Choe, Y., & Bednar, J. A. (2005) · Springer eBooks · doi:10.1007/0-387-28806-6 · Cited by 247 · see citing works
Integration of contours: new insights
Hess, R. F., & Field, D. (1999) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(99)01410-2 · Cited by 227 · see citing works
The “silent” surround of V1 receptive fields: theory and experiments
Seriès, P., Lorenceau, J., & Frégnac, Y. (2003) · Journal of Physiology-Paris · doi:10.1016/j.jphysparis.2004.01.023 · Cited by 207 · see citing works
“contour immersed in a random texture [36,83,56,109,108,57,14,11,58], are”
BackgroundPerception of contours and shapes: Low and intermediate stage mechanisms
Löffler, G. (2008) · Vision Research · doi:10.1016/j.visres.2008.03.006 · Cited by 198 · see citing works
Detection of animals in natural images using far peripheral vision
Thorpe, S. J., Gegenfurtner, K. R., Fabre‐Thorpe, M., & Bülthoff, H. (2001) · European Journal of Neuroscience · doi:10.1046/j.0953-816x.2001.01717.x · Cited by 197 · see citing works
“Another may be that contour linking may be totally absent for peripheral processing ( Hess & Dakin, 1997 ).”
BackgroundInformation limit on the spatial integration of local orientation signals
Dakin, S. C. (2001) · Journal of the Optical Society of America A · doi:10.1364/josaa.18.001016 · Cited by 162 · see citing works
Contour integration and cortical processing
Hess, R. F., Hayes, A., & Field, D. J. (2003) · Journal of Physiology-Paris · doi:10.1016/j.jphysparis.2003.09.013 · Cited by 158 · see citing works
“here referred to as a simple filter model (see [28] for details).”
BackgroundResultInfluentialGrouping visual features during binocular rivalry
Alais, D., & Blake, R. (1999) · Vision Research · doi:10.1016/s0042-6989(99)00146-7 · Cited by 142 · see citing works
“Neighboring gratings whose contours are approximately collinear more readily group to form smooth curves than do grating patches consisting of contours that deviate markedly from collinearity (Field, Hayes & Hess, 1993; Kovacs & Julesz, 1993; Hess & Dakin, 1997).”
BackgroundThe world from a cat?s perspective ? statistics of natural videos
Betsch, B. Y., Einhäuser, W., Kording, K. P., & Peter König, B. (2004) · Biological Cybernetics · doi:10.1007/s00422-003-0434-6 · Cited by 116 · see citing works
“Similar were the results in psychophysical studies reporting lower detection thresholds of aligned Gabor patches (Gilbert and Wiesel 1990; Hess and Dakin 1997; Polat and Norcia 1998; Keeble and Hess 1999) with larger response amplitudes and higher contrast sensitivity.”
ResultTreatment of children with amblyopia by perceptual learning
Polat, U., Ma-Naim, T., & Spierer, A. (2009) · Vision Research · doi:10.1016/j.visres.2009.07.008 · Cited by 112 · see citing works
“…(Bonneh, Sagi, & Polat, 2004, 2007; Levi, Hariharan, & Klein, 2002; Polat, Bonneh, Ma-Naim, Belkin, & Sagi, 2005; Polat, Ma-Naim, Belkin, & Sagi, 2004; Polat, Sagi, & Norcia, 1997), and impaired contour detection (Hess & Dakin, 1997; Kovacs, Polat, Pennefather, Chandna, & Norcia, 2000).”
Effects of spatial configuration on contrast detection
Bonneh, Y. S., & Sagi, D. (1998) · Vision Research · doi:10.1016/s0042-6989(98)00045-5 · Cited by 107 · see citing works
“2 log units) difference between smooth and star-shaped elliptic configurations, which indicates that similar mechanisms for contour integration at threshold are operative in the periphery (but see [38]).”
BackgroundFace perception: An integrative review of the role of spatial frequencies
Ruiz-Soler, M., & Beltran, F. S. (2005) · Psychological Research · doi:10.1007/s00426-005-0215-z · Cited by 108 · see citing works
“A great deal of research has suggested there is interaction between channels, so one channel’s activity will affect the selective responsiveness of SFs in another channel (Henning, Hertz, & Broadbent, 1975; Nachmias, Sansbury, Vassiley, & Weber, 1973; Nachmias & Weber, 1975; Tolhurst & Barfield, 1978; and, more recent…”
BackgroundRelationship between facilitation at threshold and suprathreshold contour integration
Williams, C. B., & Hess, R. F. (1998) · Journal of the Optical Society of America A · doi:10.1364/josaa.15.002046 · Cited by 102 · see citing works
Wagemans, J. P. (2018) · Wiley eBooks · doi:10.1002/9781119170174.epcn218 · Cited by 93 · see citing works
Eccentric perception of biological motion is unscalably poor
Ikeda, H., Blake, R., & Watanabe, K. (2005) · Vision Research · doi:10.1016/j.visres.2005.02.001 · Cited by 83 · see citing works
Spatial-frequency tuning of visual contour integration
Dakin, S. C., & Hess, R. F. (1998) · Journal of the Optical Society of America A · doi:10.1364/josaa.15.001486 · Cited by 81 · see citing works
Context influences contour integration
Dakin, S. C., & Baruch, N. J. (2009) · Journal of Vision · doi:10.1167/9.2.13 · Cited by 75 · see citing works
“They are relatively insensitive to the contrast (Hess, Dakin, & Field, 1998) and contrast polarity of contour elements (Field et al., 1993; Hess & Dakin, 1997 ) but are sensitive to their spatial frequency (Dakin & Hess, 1998), degree of phase alignment (Dakin & Hess, 1999), and depth (Hess & Field, 1995).”
BackgroundInfluentialMullen, K. T., Beaudot, W. H. A., & McIlhagga, W. (2000) · Vision Research · doi:10.1016/s0042-6989(99)00204-7 · Cited by 75 · see citing works
“Keywords: Color vision; Isoluminance; Red–green and blue–yellow mechanisms; Contour integration”
BackgroundRainville, S. J. M., & Kingdom, F. A. A. (2000) · Vision Research · doi:10.1016/s0042-6989(00)00110-3 · Cited by 72 · see citing works
“Another possibility is that symmetry detection depends on the foveal specialization of linking mechanisms such as those that mediate the detection of co-aligned features (Hess & Dakin, 1997).”
Probabilistic, positional averaging predicts object-level crowding effects with letter-like stimuli
Dakin, S. C., Cass, J., Greenwood, J. A., & Bex, P. J. (2010) · Journal of Vision · doi:10.1167/10.10.14 · Cited by 68 · see citing works
“This notion is consistent with a growing consensus (Livne & Sagi, 2007; May & Hess, 2007) that the processes that produce crowding may be the same as those that limit contour integration in the periphery (Hess & Dakin, 1997).”
ResultThe roles of polarity and symmetry in the perceptual grouping of contour fragments
Hess, R. F., Hayes, A., & Field, D. (2000) · Spatial Vision · doi:10.1163/156856800741018 · Cited by 68 · see citing works
“, 1997), hue (McIlhagga and Mullen, 1996), eccentricity (Hess and Dakin, 1997), number of elements (Moulden, 1994), and closure (Kóvacs and Julesz, 1993; it should be noted that recent evidence suggests that sensitivity to closure may be explained by smoothness constraints on contour integration, see Pettet et al.”
BackgroundScene categorization at large visual eccentricities
Boucart, M., Moroni, C., Thibaut, M., Szaffarczyk, S., & Greene, M. R. (2013) · Vision Research · doi:10.1016/j.visres.2013.04.006 · Cited by 65 · see citing works
Seriès, P., Georges, S., Lorenceau, J., & Frégnac, Y. (2002) · Vision Research · doi:10.1016/s0042-6989(02)00302-4 · Cited by 65 · see citing works
“(8)), provided facilitatory interactions still occur (Hess & Dakin, 1997; Xing & Heeger, 2000).”
BackgroundSnakes and ladders: the role of temporal modulation in visual contour integration
Bex, P. J., Simmers, A. J., & Dakin, S. C. (2001) · Vision Research · doi:10.1016/s0042-6989(01)00222-x · Cited by 64 · see citing works
“The parameters of the embedded contours, such as length and curvature, prevent the contour from being detected by individual receptive fields (Hess & Dakin, 1997); the responses of multiple local units must be integrated in order to detect the contour.”
BackgroundContour integration in the peripheral field
Hess, R. F., & Dakin, S. C. (1999) · Vision Research · doi:10.1016/s0042-6989(98)00152-7 · Cited by 63 · see citing works
“We specifically avoided scaling our stimuli with eccentricity because we wanted to investigate performance at a given spatial scale and eccentricity (though this is not important because this task exhibits scale invariance over the relevant eccentricity range investigated here; Hess & Dakin, 1997).”
The effect of aging on contour integration
Roudaia, E., Bennett, P., & Sekuler, A. B. (2008) · Vision Research · doi:10.1016/j.visres.2008.07.026 · Cited by 60 · see citing works
Pettet, M. W. (1999) · Vision Research · doi:10.1016/s0042-6989(98)00130-8 · Cited by 61 · see citing works
“Thus, there was no evidence for an additional penalty for changes in curvature.”
Ladder contours are undetectable in the periphery: A crowding effect?
May, K. A., & Hess, R. F. (2007) · Journal of Vision · doi:10.1167/7.13.9 · Cited by 60 · see citing works
Feature detection algorithm based on a visual system model
Eli Peli, A. (2002) · Proceedings of the IEEE · doi:10.1109/5.982407 · Cited by 60 · see citing works
“Finally, the MIRAGE was offered only for processing of 1-D signals and the extension to two dimensions may not be trivial (although Hess and Dakin [23] have reported using a 2-D adaptation of the algorithm, but gave no details).”
BackgroundMethodInfluentialPerceptual asymmetries are preserved in short-term memory tasks
Montaser‐Kouhsari, L., & Carrasco, M. (2009) · Attention Perception & Psychophysics · doi:10.3758/app.71.8.1782 · Cited by 59 · see citing works
“Performance decreases with eccentricity in a variety of tasks (Berkley, Kitterle, & Watkins, 1975; 1995; Gurnsey, Pearson, & Day, 1996; Hess & Dakin, 1997) and varies even at isoeccentric locations causing a horizontalvertical anisotropy (HVA) and a vertical meridian asymmetry (VMA).”
BackgroundGlobal contour processing in amblyopia
Levi, D. M., Yu, C., Kuai, S.-G., & Rislove, E. (2007) · Vision Research · doi:10.1016/j.visres.2006.10.014 · Cited by 57 · see citing works
“Hess and colleagues have argued cogently for a strong role for positional uncertainty, in limiting contour integration both in strabismic amblyopia (Hess et al., 1997, 1998) and in peripheral vision ( Hess & Dakin, 1997, 1999 ).”
Closure facilitates contour integration
Mathes, B., & Fahle, M. W. (2007) · Vision Research · doi:10.1016/j.visres.2006.11.014 · Cited by 57 · see citing works
Local and global visual grouping: Tuning for spatial frequency and contrast
Dakin, S. C., & Bex, P. J. (2001) · Journal of Vision · doi:10.1167/1.2.4 · Cited by 55 · see citing works
“While we know that the conditions under which a whole multi-element contour can be signaled by large filters are quite limited (Hess & Dakin, 1997), that is not to say that the response of large filters to pair-wise groupings in the contour might not be important for binding these elements across…”
BackgroundEccentricity effects on lateral interactions
Shani‐Hershkovich, R., & Sagi, D. (2005) · Vision Research · doi:10.1016/j.visres.2005.01.024 · Cited by 55 · see citing works
Peripheral vision and preferential emotion processing
Cesarei, A. D., Codispoti, M., & Schupp, H. T. (2009) · Neuroreport · doi:10.1097/wnr.0b013e3283317d3e · Cited by 53 · see citing works
How long range is contour integration in human color vision?
Beaudot, W. H. A., & Mullen, K. T. (2003) · Visual Neuroscience · doi:10.1017/s0952523803201061 · Cited by 52 · see citing works
“This result demonstrates that contour integration follows a scale invariance as previously suggested by Hess and Dakin (1997), who reported that contour detection is constant over a wide range of viewing distances.”
BackgroundResultInfluentialThe effects of spatial proximity and collinearity on contour integration in adults and children
Hadad, B., Maurer, D. M., & Lewis, T. L. (2010) · Vision Research · doi:10.1016/j.visres.2010.01.021 · Cited by 49 · see citing works
“The position of the contour was jittered up to 2° around the centre of the screen so that its elements appeared in different spots but at roughly the same radius so as to minimize positional uncertainty (e.g., Hess & Dakin, 1997, 1999).”
Contour integration in peripheral vision reduces gradually with eccentricity
Nugent, A. K., Keswani, R. N., Woods, R. L., & Eli Peli, A. (2003) · Vision Research · doi:10.1016/s0042-6989(03)00434-6 · Cited by 43 · see citing works
“Note that individual Gabor elements were sine phase (Hess & Dakin, 1999) not cosine phase as incorrectly reported by Hess and Dakin (1997).”
InfluentialPerceptual grouping in the Ternus display: evidence for an `association field' in apparent motion
Alais, D., & Lorenceau, J. (2002) · Vision Research · doi:10.1016/s0042-6989(02)00021-4 · Cited by 43 · see citing works
“Also, arrays of near-collinear Gabor elements become integrated into larger contours, grouping together to form smooth curves which stand out saliently from a background of randomly oriented Gabor elements (Field, Hayes, & Hess, 1993; Hess & Dakin, 1997; Kovacs & Julesz, 1993).”
Optimality of Human Contour Integration
Ernst, U. A., Mandon, S., Schinkel–Bielefeld, N., Neitzel, S. D., Kreiter, A. K., & Pawelzik, K. R. (2012) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1002520 · Cited by 42 · see citing works
“It is known that for humans, contours close to the fovea are more easy to integrate [20–22] than in the periphery, whereas the ideal model is translationally invariant and thus unaffected by the placement of a contour.”
BackgroundMethodAre there separate first-order and second-order mechanisms for orientation discrimination?
Morgan, M. J., Mason, A. J. S., & Baldassi, S. (2000) · Vision Research · doi:10.1016/s0042-6989(00)00015-8 · Cited by 42 · see citing works
“However, Hess and Dakin (1997) have recently shown that contour linking is impaired in peripheral vision: this finding is particularly relevant since contour integration is generally thought to involve second-order combination of filter outputs.”
Pre-Attentive and Attentive Detection of Humans in Wide-Field Scenes
Elder, J., Prince, S., Hou, Y.-Q., Sizintsev, M., & Olevskiy, E. (2007) · International Journal of Computer Vision · doi:10.1007/s11263-006-8892-7 · Cited by 44 · see citing works
“Similarly, Hess & Dakin [34] found that contour inte gration mechanisms degrade markedly in the periphery, beyond what would be predicted by a decline in acuity or contrast sensitivity alone.”
BackgroundRobol, V., Tibber, M. S., Anderson, E. J., Bobin, T., Carlin, P., Shergill, S. S., & Dakin, S. C. (2013) · PLoS ONE · doi:10.1371/journal.pone.0060951 · Cited by 37 · see citing works
“that it is tuned for the SF of elements [28,29] and is much cruder in the peripheral visual field, apparently relying on the output of large spatial filters [30].”
BackgroundKeane, B. P., Paterno, D., Kästner, S., & Silverstein, S. M. (2016) · Journal of Abnormal Psychology · doi:10.1037/abn0000157 · Cited by 36 · see citing works
“Stimuli in the HSF block were the same as the LSF block, except that the entire stimulus was scaled to one third the retinal size (e.g., so that Gabors had a peak SF of 12 c/d) similar to prior studies (Hess & Dakin, 1997).”
Yu, H., & Rosa, M. G. P. (2013) · Visual Neuroscience · doi:10.1017/s0952523813000448 · Cited by 37 · see citing works
“Hess and Dakin ( 1997 ), for example, suggested that contour linking is completely missing outside 10° eccentricity.”
BackgroundFunctional architecture of the foveola revealed in the living primate
McGregor, J. E., Yin, L., Yang, Q., Godat, T., Huynh, K. T., Zhang, J., Williams, D. R., & Merigan, W. H. (2018) · PLoS ONE · doi:10.1371/journal.pone.0207102 · Cited by 36 · see citing works
Yu, H., Chaplin, T. A., & Rosa, M. G. P. (2014) · Neuroscience Research · doi:10.1016/j.neures.2014.09.004 · Cited by 36 · see citing works
Contour integration and scale combination processes in visual edge detection
Dakin, S. C., & Hess, R. F. (1999) · Spatial Vision · doi:10.1163/156856899x00184 · Cited by 36 · see citing works
“Recently we have confirmed that (for foveal presentation at least) this paradigm does indeed probe grouping operations combining multiple filter outputs (Hess & Dakin, 1997).”
BackgroundHemispheric dominance and gender in the perception of an illusion
Rasmjou, S., Hausmann, M., & Güntürkün, O. (1999) · Neuropsychologia · doi:10.1016/s0028-3932(98)00154-7 · Cited by 36 · see citing works
“Most of these illusions are based on the perception of imaginary contours, an ability which apparently decreases with lateral viewing [18].”
BackgroundDiscriminating local continuity in curved figures
Keeble, D. R. T., & Hess, R. F. (1999) · Vision Research · doi:10.1016/s0042-6989(99)00021-8 · Cited by 34 · see citing works
Role of synchrony in contour binding: some transient doubts sustained
Dakin, S. C., & Bex, P. J. (2002) · Journal of the Optical Society of America A · doi:10.1364/josaa.19.000678 · Cited by 33 · see citing works
Neural synergy in visual grouping: when good continuation meets common fate
Lee, S., & Blake, R. (2001) · Vision Research · doi:10.1016/s0042-6989(01)00086-4 · Cited by 33 · see citing works
“It has been suggested that the extended path defined by aligned Gabor elements is not detected by a single neural filter ( Hess & Dakin, 1997 ).”
BackgroundRole of onset asynchrony in contour integration
Beaudot, W. H. A. (2002) · Vision Research · doi:10.1016/s0042-6989(01)00259-0 · Cited by 33 · see citing works
Brain networks supporting perceptual grouping and contour selection
Volberg, G., & Greenlee, M. W. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00264 · Cited by 32 · see citing works
Processing Time of Contour Integration: The Role of Colour, Contrast, and Curvature
Beaudot, W. H. A., & Mullen, K. T. (2001) · Perception · doi:10.1068/p3164 · Cited by 32 · see citing works
Spatial pattern summation is phase-insensitive in the fovea but not in the periphery
Tyler, C. W., & Chen, C. (1999) · Spatial Vision · doi:10.1163/156856899x00166 · Cited by 32 · see citing works
Alais, D., Lorenceau, J., Arrighi, R., & Cass, J. (2005) · Vision Research · doi:10.1016/j.visres.2005.09.029 · Cited by 30 · see citing works
“The reason for this was to keep stimulus eccentricity constant, since both receptive Weld size and the strength of lateral interactions among contours are known to vary with eccentricity (Hess & Dakin, 1997; Hess & Dakin, 1999; Nugent, Keswani, Woods, & Peli, 2003).”
BackgroundContour integration and segmentation with self-organized lateral connections
Choe, Y., & Miikkulainen, R. (2004) · Biological Cybernetics · doi:10.1007/s00422-003-0435-5 · Cited by 30 · see citing works
“For example, contour integration has been found to be weaker in human peripheral vision (Hess and Dakin 1997), and convexity of illusory contours are harder to discriminate in the upper hemifield compared to the lower hemifield (Rubin et al.”
BackgroundInfluentialVisual Assessment of Camouflaged Targets with Different Background Similarities
Chang, C.-C., Lee, Y.-H., Lin, C. J., Liu, B., & Shih, Y.-C. (2012) · Perceptual and Motor Skills · doi:10.2466/24.pms.114.2.527-541 · Cited by 27 · see citing works
Multiple forms of contour grouping deficits in schizophrenia: What is the role of spatial frequency?
Keane, B. P., Erlikhman, G., Kästner, S., Paterno, D., & Silverstein, S. M. (2014) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2014.10.031 · Cited by 26 · see citing works
“Modulating spatial frequency via viewing distance does not affect contour integration performance in healthy human adults for spatial frequencies ranging from 3 to 24 cycles/deg (Hess and Dakin, 1997).”
BackgroundMethodInfluentialMay, K. A., & Hess, R. F. (2008) · Journal of Vision · doi:10.1167/8.13.4 · Cited by 26 · see citing works
“Hess and Dakin (1997, 1999) implemented a filter-overlap model that linked filter responses within individual orientation channels.”
MethodResultThe role of co-circularity of local elements in texture perception
Motoyoshi, I., & Kingdom, F. A. A. (2010) · Journal of Vision · doi:10.1167/10.1.3 · Cited by 26 · see citing works
“On the other hand, the regularities in the present data lead to a simpler explanation, but one different from that argued to underpin the results from contour detection studies where collinearity has been shown to be the critical feature (Field et al., 1993; Hess & Dakin, 1997).”
BackgroundResultKeane, B. P., Kästner, S., Paterno, D., & Silverstein, S. M. (2014) · Psychonomic Bulletin & Review · doi:10.3758/s13423-014-0647-9 · Cited by 24 · see citing works
“Scaling was achieved by shrinking the stimulus display and increasing the viewing distance from 87.6 cm to 181.5 cm. Modulating spatial frequency via viewing distance imposes little effect on contour integration from 3 to 24 cycles/deg (Hess & Dakin, 1997).”
InfluentialConstant contour integration in peripheral vision for stimuli with good Gestalt properties
Kuai, S.-G., & Yu, C. (2006) · Journal of Vision · doi:10.1167/6.12.7 · Cited by 24 · see citing works
Hadad, B., & Ziv, Y. (2014) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-014-2293-5 · Cited by 23 · see citing works
Deficit of visual contour integration in dyslexia.
Simmers, A. J., & Bex, P. J. (2001) · PubMed · Cited by 23 · see citing works
Identification of 3D shape from texture and motion across the visual field
Gurnsey, R., Poirier, F. J. A. M., Bluett, P., & Leibov, L. (2006) · Journal of Vision · doi:10.1167/6.5.1 · Cited by 23 · see citing works
“…fovea is specialized for processing such properties as phase relationships (e.g., Rentschler & Treutwein, 1985) or integrating extended contours (Hess & Dakin, 1997), but such claims are frequently countered by evidence that performance in any task de- grades gradually with eccentricity…”
BackgroundThe effects of aging on contour discrimination in clutter
Roudaia, E., Farber, L. E., Bennett, P., & Sekuler, A. B. (2011) · Vision Research · doi:10.1016/j.visres.2011.02.015 · Cited by 22 · see citing works
Response similarity as a basis for perceptual binding
Sterkin, A., Sterkin, A., & Polat, U. (2008) · Journal of Vision · doi:10.1167/8.7.17 · Cited by 22 · see citing works
Privileged visual processing of the straight-ahead direction in humans
Durand, J., Camors, D., Trotter, Y., & Celebrini, S. (2012) · Journal of Vision · doi:10.1167/12.6.34 · Cited by 21 · see citing works
“As an adverse consequence, these behaviorally important objects are given a suboptimal processing in the peripheral vision (Berkley, Kitterle, & Watkins, 1975; Hess & Dakin, 1997; Kitterle, 1986; Poirier & Gurnsey, 2005; Westheimer, 1982).”
BackgroundDynamics of snakes and ladders
May, K. A., & Hess, R. F. (2007) · Journal of Vision · doi:10.1167/7.12.13 · Cited by 21 · see citing works
“These include association field mechanisms (e.g., Field et al., 1993), Delaunay triangulation (e.g., Watt et al., in press), and algorithms based on spatial overlap of filter responses (e.g., Hess & Dakin, 1997).”
Region- and edge-based configurational effects in texture segmentation
Giora, E., & Casco, C. (2007) · Vision Research · doi:10.1016/j.visres.2007.01.009 · Cited by 20 · see citing works
“For example, they reduce contrast threshold for a single target bar (Polat & Sagi, 1993, 1994) and enhance detection of contours embedded in background noise (Field, Hayes, & Hess, 1993; Hess & Dakin, 1997; Li & Gilbert, 2002).”
Grouping local directional signals into moving contours
Bex, P. J., Simmers, A. J., & Dakin, S. C. (2003) · Vision Research · doi:10.1016/s0042-6989(03)00329-8 · Cited by 20 · see citing works
“…spaced, or when they differ greatly in orientation or phase, means that it is unlikely that contours are detected by conventional receptive fields (Hess & Dakin, 1997); instead the results suggest that the responses of local units are grouped/ integrated in order to signal the presence of a…”
The role of crowding in contextual influences on contour integration
Robol, V., Casco, C., & Dakin, S. C. (2012) · Journal of Vision · doi:10.1167/12.7.3 · Cited by 19 · see citing works
“Indeed, Hess and Dakin (1997, 1999) showed that contour integration in the peripheral visual field is limited in a manner that suggests it could be relying on the output of large receptive fields.”
BackgroundComparison of visual perceptual organization in schizophrenia and body dysmorphic disorder
Silverstein, S. M., Elliott, C. M., Feusner, J. D., Keane, B. P., Mikkilineni, D., Hansen, N. S., Hartmann, A. S., & Wilhelm, S. (2015) · Psychiatry Research · doi:10.1016/j.psychres.2015.05.107 · Cited by 18 · see citing works
“, similarity in results across variations in stimulus size) has been previously demonstrated for the CI task (Hess and Dakin, 1997; Keane et al., 2014).”
Perceptual groupings in a self-organizing map of spiking neurons
Choe, Y., & Miikkulainen, R. (2001) · Cited by 18 · see citing works
Crowding Deficits in the Visual Periphery of Schizophrenia Patients
Krähenmann, R., Vollenweider, F. X., Seifritz, E., & Kometer, M. (2012) · PLoS ONE · doi:10.1371/journal.pone.0045884 · Cited by 18 · see citing works
“[79] reported that contour linking due to long-range horizontal interactions is absent in the visual periphery.”
BackgroundPhotorefractive keratectomy in treatment of refractive amblyopia in the adult population
Çağıl, N., Uğurlu, N., Çakmak, H. B., Kocamış, S. İ., Turak, D., & Şimşek, Ş. (2011) · Journal of Cataract & Refractive Surgery · doi:10.1016/j.jcrs.2011.06.026 · Cited by 17 · see citing works
Spatial versus temporal grouping in a modified Ternus display
Wallace, J. M., & Scott‐Samuel, N. E. (2007) · Vision Research · doi:10.1016/j.visres.2007.05.016 · Cited by 17 · see citing works
“Finally, they demonstrated that the contour-linking effect held for a circular configuration of Ternus elements, but was attenuated at increased eccentricity , concurring with previous evidence that contour linking is strongest in central vision (Hess & Dakin, 1997).”
Poirier, F. J. A. M., & Gurnsey, R. (2005) · Vision Research · doi:10.1016/j.visres.2005.03.007 · Cited by 17 · see citing works
The influence of motion-defined form on the perception of spatially-defined form
Rainville, S. J. M., & Wilson, H. R. (2004) · Vision Research · doi:10.1016/j.visres.2004.01.003 · Cited by 17 · see citing works
“An instance of spatial-form perception is the detection of a string of collinear texture elements embedded in a sea of randomly oriented elements (Field, Hayes, & Hess, 1993) as this analysis is mediated by linking the outputs from local mechanisms (Hess & Dakin, 1997).”
Roudaia, E., Bennett, P., & Sekuler, A. B. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00356 · Cited by 16 · see citing works
“…known to influence contour detection are contour curvature, length, eccentricity, spatial scale and phase alignment of contour elements (Hess and Dakin, 1997; Dakin and Hess, 1998; Beaudot and Mullen, 2001, 2003; Hess et al., 2003; Ledgeway et al., 2005; Kuai and Yu, 2006), as well as…”
BackgroundVancleef, K., & Wagemans, J. P. (2013) · Vision Research · doi:10.1016/j.visres.2013.09.003 · Cited by 15 · see citing works
“The present study supports the view that contours with a smaller curvature are easier to detect than contours with a larger curvature (Field, Hayes, & Hess, 1993; Geisler et al., 2001; Hess & Dakin, 1997; Ledgeway, Hess, & Geisler, 2005).”
Visual short-term memory for natural scenes: Effects of eccentricity
Velisavljević, L., & Elder, J. H. (2008) · Journal of Vision · doi:10.1167/8.4.28 · Cited by 15 · see citing works
Suppressive Lateral Interactions at Parafoveal Representations in Primary Visual Cortex
Pooresmaeili, A., Herrero, J. L., Self, M. W., Roelfsema, P. R., & Thiele, A. (2010) · Journal of Neuroscience · doi:10.1523/jneurosci.6071-09.2010 · Cited by 14 · see citing works
Tibber, M. S., Anderson, E. J., Melmoth, D. R., Rees, G. E., & Morgan, M. J. (2009) · PLoS ONE · doi:10.1371/journal.pone.0004585 · Cited by 14 · see citing works
“This ‘linking’ of information is a critical intermediate stage in the perception of visual form [3] and has lead to the notion of an ‘association field’ [4,5] that integrates information from neighbouring filters tuned to similar orientations (see Field and Hayes [6] and Hess and Field [7] for reviews).”
BackgroundWithin-texture collinearity improves human texture segmentation
Harrison, S. J., & Keeble, D. R. T. (2008) · Vision Research · doi:10.1016/j.visres.2008.06.008 · Cited by 13 · see citing works
Why do shape aftereffects increase with eccentricity?
Gheorghiu, E., Kingdom, F. A. A., Bell, J., & Gurnsey, R. (2011) · Journal of Vision · doi:10.1167/11.14.18 · Cited by 13 · see citing works
Perceptual grouping across eccentricity
Tannazzo, T., Kurylo, D. D., & Bukhari, F. (2014) · Vision Research · doi:10.1016/j.visres.2014.08.011 · Cited by 12 · see citing works
Contour integration with corners
Persike, M., & Meinhardt, G. (2016) · Vision Research · doi:10.1016/j.visres.2016.07.010 · Cited by 12 · see citing works
Hadad, B. S., Russo, N. N., Kimchi, R., Babineau, V., & Burack, J. A. (2019) · Perception · doi:10.1177/0301006619874681 · Cited by 12 · see citing works
“The position of the contour was jittered up to 2 around the center of the screen so that its elements appeared in different spots but at roughly the same radius so as to minimize positional uncertainty (e.g., Hess & Dakin, 1997, 1999).”
BackgroundSpatiotemporal interactions in detection of texture orientation modulations
Motoyoshi, I., & Nishida, S. (2002) · Vision Research · doi:10.1016/s0042-6989(02)00336-x · Cited by 12 · see citing works
“Using the contour detection paradigm with dynamic stimuli (Field, Hayes, & Hess, 1993; Hess & Dakin, 1997), these studies have shown that orientation signals aligned with small curvatures are integrated more quickly than those with large curvatures.”
MethodThe aperture problem in contoured stimuli
Kane, D., Bex, P. J., & Dakin, S. C. (2009) · Journal of Vision · doi:10.1167/9.10.13 · Cited by 12 · see citing works
“In this paradigm, contour detection must involve global integration since it operates over spatial distances and across spatial phase in a manner that could not be achieved by conventional V1 neurons (Hess & Dakin, 1997).”
BackgroundAn Examination of a Temporal Anisotropy in the Visual Integration of Spatial Frequencies
McSorley, E., & Findlay, J. M. (1999) · Perception · doi:10.1068/p281031 · Cited by 12 · see citing works
“Flavell and Draguns (1957) reviewed early work examining the initial formation or microgenesis of percepts which suggests that the global aspects of an image are available prior to the finer details (Hughes 1986; Hughes et al 1996; Lamb and Yund 1996; Navon 1977; Watt 1987). In tandem with this goes evidence on the pr…”
BackgroundMarotti, R. B., Pavan, A., & Casco, C. (2012) · Vision Research · doi:10.1016/j.visres.2012.07.021 · Cited by 11 · see citing works
Nygård, G. E., Sassi, M., & Wagemans, J. P. (2010) · Vision Research · doi:10.1016/j.visres.2010.09.032 · Cited by 11 · see citing works
“Initially, it was thought that contour integration was greatly impoverished in peripheral vision beyond 10° of visual angle (Hess & Dakin, 1997; Nugent, Keswani, Woods, & Peli, 2003), but later evidence suggests that closed contours in shapes of circles and ellipses can be detected and…”
Cue combination anisotropies in contour integration: The role of lower spatial frequencies
Persike, M., & Meinhardt, G. (2015) · Journal of Vision · doi:10.1167/15.5.17 · Cited by 11 · see citing works
- Authors
- Hess, R. F., & Dakin, S. C.
- Affiliations
- McGill University (CA)
- Corresponding author
- Hess, Robert F.
- Venue
- Nature
- Published
- 1997-12-01
- Volume
- 390
- Issue
- 6660
- Pages
- 602-604
- ISSN
- 0028-0836 (ISSN-L)
- 1476-4687
- OpenAlex
- W1663667774
- Cited by
- 143
- References
- 13
- Citations by year
- 2025: 3 · 2024: 2 · 2022: 1 · 2021: 5 · 2020: 2 · 2019: 2 · 2018: 3 · 2017: 3 · 2016: 2 · 2015: 5 · 2014: 7 · 2013: 10 · 2012: 8
- FWCI
- 4.07
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Nature (publishedVersion)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Life Sciences › Neuroscience › Cognitive Neuroscience › Face Recognition and Perception
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Visual Attention and Saliency Detection
- Keywords
- feature linking, peripheral vision, foveal vision, association fields, object perception, retinal eccentricity
- MeSH terms
- Form Perception, Fovea Centralis, Humans, Psychophysics, Visual Fields
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