The impact on midlevel vision of statistically optimal divisive normalization in V1.

Abstract:

:The first two areas of the primate visual cortex (V1, V2) provide a paradigmatic example of hierarchical computation in the brain. However, neither the functional properties of V2 nor the interactions between the two areas are well understood. One key aspect is that the statistics of the inputs received by V2 depend on the nonlinear response properties of V1. Here, we focused on divisive normalization, a canonical nonlinear computation that is observed in many neural areas and modalities. We simulated V1 responses with (and without) different forms of surround normalization derived from statistical models of natural scenes, including canonical normalization and a statistically optimal extension that accounted for image nonhomogeneities. The statistics of the V1 population responses differed markedly across models. We then addressed how V2 receptive fields pool the responses of V1 model units with different tuning. We assumed this is achieved by learning without supervision a linear representation that removes correlations, which could be accomplished with principal component analysis. This approach revealed V2-like feature selectivity when we used the optimal normalization and, to a lesser extent, the canonical one but not in the absence of both. We compared the resulting two-stage models on two perceptual tasks; while models encompassing V1 surround normalization performed better at object recognition, only statistically optimal normalization provided systematic advantages in a task more closely matched to midlevel vision, namely figure/ground judgment. Our results suggest that experiments probing midlevel areas might benefit from using stimuli designed to engage the computations that characterize V1 optimality.

journal_name

J Vis

journal_title

Journal of vision

authors

Coen-Cagli R,Schwartz O

doi

10.1167/13.8.13

subject

Has Abstract

pub_date

2013-07-15 00:00:00

issue

8

issn

1534-7362

pii

13.8.13

journal_volume

13

pub_type

杂志文章
  • Different aberrations raise contrast thresholds for single-letter identification in line with their effect on cross-correlation-based confusability.

    abstract::We previously showed that different types of aberration defocus, coma, and secondary astigmatism affect reading performance via different mechanisms. In this paper, we show the contrary result that, for identification of isolated letters, the effects of rendering different types of aberration can be described by a sin...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/13.7.12

    authors: Young LK,Love GD,Smithson HE

    更新日期:2013-06-20 00:00:00

  • Estimating nonlinear receptive fields from natural images.

    abstract::The response of visual cells is a nonlinear function of their stimuli. In addition, an increasing amount of evidence shows that visual cells are optimized to process natural images. Hence, finding good nonlinear models to characterize visual cells using natural stimuli is important. The Volterra model is an appealing ...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/6.4.11

    authors: Rapela J,Mendel JM,Grzywacz NM

    更新日期:2006-05-16 00:00:00

  • Topographical representation of binocular depth in the human visual cortex using fMRI.

    abstract::We used binocular stimuli to define how the visual location of stereoscopic depth structure maps topographically onto the human visual cortex. The main stimulus consisted of a circular disk of dots, most at zero-disparity, against which a single quadrant was defined with changing disparity ('correlated' disparity), an...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/7.14.15

    authors: Bridge H,Parker AJ

    更新日期:2007-12-17 00:00:00

  • Distinct temporal mechanisms modulate numerosity perception.

    abstract::Our ability to process numerical and temporal information is an evolutionary skill thought to originate from a common magnitude system. In line with a common magnitude system, we have previously shown that adaptation to duration alters numerosity perception. Here, we investigate two hypotheses on how duration influenc...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/19.6.19

    authors: Tsouli A,van der Smagt MJ,Dumoulin SO,Pas SFT

    更新日期:2019-06-03 00:00:00

  • Automatic grouping of regular structures.

    abstract::To cope with the continuously incoming stream of input, the visual system has to group information across space and time. Usually, spatial and temporal grouping are investigated separately. However, recent findings revealed that these two grouping mechanisms strongly interact and should therefore be studied together r...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/10.8.5

    authors: Hermens F,Scharnowski F,Herzog MH

    更新日期:2010-07-01 00:00:00

  • Blur clarified: a review and synthesis of blur discrimination.

    abstract::Blur is an important attribute of human spatial vision, and sensitivity to blur has been the subject of considerable experimental research and theoretical modeling. Often, these models have invoked specialized concepts or mechanisms, such as intrinsic blur, multiple spatial frequency channels, or blur estimation units...

    journal_title:Journal of vision

    pub_type: 杂志文章,评审

    doi:10.1167/11.5.10

    authors: Watson AB,Ahumada AJ

    更新日期:2011-09-19 00:00:00

  • The extra-retinal motion aftereffect.

    abstract::Repetitive eye movements are known to produce motion aftereffect (MAE) when made to track a moving stimulus. Explanations typically centre on the retinal motion created in the peripheral visual field by the eye movement. This retinal motion is thought to induce perceived motion in the central test, either through the ...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/3.11.11

    authors: Freeman TC,Sumnall JH,Snowden RJ

    更新日期:2003-12-05 00:00:00

  • How we perceive the trajectory of an approaching object.

    abstract::Various equations that describe how observers could recover the trajectory of an approaching object have been put forward. Many are relatively complex formulations that recover the veridical trajectory by scaling retinal cues, such as looming and changing disparity. However, these equations do not seem to describe hum...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/12.3.9

    authors: Duke PA,Rushton SK

    更新日期:2012-03-08 00:00:00

  • Robust sensitivity to facial identity in the right human occipito-temporal cortex as revealed by steady-state visual-evoked potentials.

    abstract::Understanding how the human brain discriminates complex visual patterns, such as individual faces, is an important issue in Vision Science. Here we tested sensitivity to individual faces using steady-state visual-evoked potentials (SSVEPs). Twelve participants were presented with 90-s sequences of faces appearing at a...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/11.2.16

    authors: Rossion B,Boremanse A

    更新日期:2011-02-23 00:00:00

  • Feature integration is unaffected by saccade landing point, even when saccades land outside of the range of regular oculomotor variance.

    abstract::The experience of our visual surroundings appears continuous, contradicting the erratic nature of visual processing due to saccades. A possible way the visual system can construct a continuous experience is by integrating presaccadic and postsaccadic visual input. However, saccades rarely land exactly at the intended ...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/18.7.6

    authors: Schut MJ,Van der Stoep N,Fabius JH,Van der Stigchel S

    更新日期:2018-07-02 00:00:00

  • The reward of seeing: Different types of visual reward and their ability to modify oculomotor learning.

    abstract::Saccadic adaptation is an oculomotor learning process that maintains the accuracy of eye movements to ensure effective perception of the environment. Although saccadic adaptation is commonly considered an automatic and low-level motor calibration in the cerebellum, we recently found that strength of adaptation is infl...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/17.12.11

    authors: Meermeier A,Gremmler S,Richert K,Eckermann T,Lappe M

    更新日期:2017-10-01 00:00:00

  • Noise masking of S-cone increments and decrements.

    abstract::S-cone increment and decrement detection thresholds were measured in the presence of bipolar, dynamic noise masks. Noise chromaticities were the L-, M-, and S-cone directions, as well as L-M, L+M, and achromatic (L+M+S) directions. Noise contrast power was varied to measure threshold Energy versus Noise (EvN) function...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/14.13.8

    authors: Wang Q,Richters DP,Eskew RT Jr

    更新日期:2014-11-12 00:00:00

  • Individual differences in face-looking behavior generalize from the lab to the world.

    abstract::Recent laboratory studies have found large, stable individual differences in the location people first fixate when identifying faces, ranging from the brows to the mouth. Importantly, this variation is strongly associated with differences in fixation-specific identification performance such that individuals' recogniti...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/16.7.12

    authors: Peterson MF,Lin J,Zaun I,Kanwisher N

    更新日期:2016-05-01 00:00:00

  • Stereo and motion Dmax in infants.

    abstract::These experiments compared the maximum displacement and disparity limits (Dmax) for apparent motion and stereopsis in random-dot displays in adult and 12-28 week-old infant subjects. Both stereo and motion Dmax increased during development, from about 0.3 deg in the youngest infants to 2 deg in adults. Some of the you...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/9.6.9

    authors: Wattam-Bell J

    更新日期:2009-06-18 00:00:00

  • Is goal-directed attentional guidance just intertrial priming? A review.

    abstract::According to most models of selective visual attention, our goals at any given moment and saliency in the visual field determine attentional priority. But selection is not carried out in isolation--we typically track objects through space and time. This is not well captured within the distinction between goal-directed...

    journal_title:Journal of vision

    pub_type: 杂志文章,评审

    doi:10.1167/13.3.14

    authors: Lamy DF,Kristjánsson A

    更新日期:2013-07-01 00:00:00

  • Where do we store the memory representations that guide attention?

    abstract::During the last decade one of the most contentious and heavily studied topics in the attention literature has been the role that working memory representations play in controlling perceptual selection. The hypothesis has been advanced that to have attention select a certain perceptual input from the environment, we on...

    journal_title:Journal of vision

    pub_type: 杂志文章,评审

    doi:10.1167/13.3.1

    authors: Woodman GF,Carlisle NB,Reinhart RM

    更新日期:2013-02-25 00:00:00

  • How attention and contrast gain control interact to regulate lightness contrast and assimilation: a computational neural model.

    abstract::Recent theories of lightness perception assume that lightness (perceived reflectance) is computed by a process that contrasts the target's luminance with that of one or more regions in its spatial surround. A challenge for any such theory is the phenomenon of lightness assimilation, which occurs when increasing the lu...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/10.14.40

    authors: Rudd ME

    更新日期:2010-12-31 00:00:00

  • Modelling contrast discrimination data suggest both the pedestal effect and stochastic resonance to be caused by the same mechanism.

    abstract::Computational models of spatial vision typically make use of a (rectified) linear filter, a nonlinearity and dominant late noise to account for human contrast discrimination data. Linear-nonlinear cascade models predict an improvement in observers' contrast detection performance when low, subthreshold levels of extern...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/8.15.17

    authors: Goris RL,Wagemans J,Wichmann FA

    更新日期:2008-11-24 00:00:00

  • Temporal dynamics of saccadic distraction.

    abstract::The saccadic distractor effect, in which irrelevant stimuli delay saccades to target stimuli, is a popular tool for investigating saccadic competition. Here, we outline the main components of a competition framework to account for the temporal dynamics of the distractor effect, inspired by race models of saccade gener...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/9.9.17

    authors: Bompas A,Sumner P

    更新日期:2009-08-28 00:00:00

  • Orientations for the successful categorization of facial expressions and their link with facial features.

    abstract::Horizontal information was recently suggested to be crucial for face identification. In the present paper, we expand on this finding and investigate the role of orientations for all the basic facial expressions and neutrality. To this end, we developed orientation bubbles to quantify utilization of the orientation spe...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/17.14.7

    authors: Duncan J,Gosselin F,Cobarro C,Dugas G,Blais C,Fiset D

    更新日期:2017-12-01 00:00:00

  • Partial modal completion under occlusion: what do modal and amodal percepts represent?

    abstract::In the occlusion illusion, a partly occluded object is perceived as though it were less occluded than it actually is (Palmer, Brooks, & Lai, 2007). We confirm and extend this finding using a stimulus with a moving occluder. In agreement with Palmer et al.'s (2007) findings and their partial-modal-completion hypothesis...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/15.1.22

    authors: Scherzer TR,Ekroll V

    更新日期:2015-01-22 00:00:00

  • Reaching and grasping actions and their context shape the perception of object size.

    abstract::Humans frequently estimate the size of objects to grasp them. In fact, when performing an action, our perception is focused towards the visual properties of the object that enable us to successfully execute the action. However, the motor system is also able to influence perception, but only a few studies have reported...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/17.12.10

    authors: Bosco A,Daniele F,Fattori P

    更新日期:2017-10-01 00:00:00

  • A matched comparison of binocular rivalry and depth perception with fMRI.

    abstract::Psychophysical experiments have demonstrated that it is possible to simultaneously perceive binocular depth and rivalry in plaids (A. Buckthought & H. R. Wilson, 2007). Here, we used fMRI at 3T to image activity in the visual cortex while human subjects perceived depth and rivalry from plaids. Six subjects performed e...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/11.6.3

    authors: Buckthought A,Mendola JD

    更新日期:2011-05-05 00:00:00

  • Learning in shifts of transient attention improves recognition of parts of ambiguous figure-ground displays.

    abstract::Previously demonstrated learning effects in shifts of transient attention have only been shown to result in beneficial effects upon secondary discrimination tasks and affect landing points of express saccades. Can such learning result in more direct effects upon perception than previously demonstrated? Observers perfo...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/9.4.21

    authors: Kristjánsson A

    更新日期:2009-04-24 00:00:00

  • Effects of visual short-term memory load and attentional demand on the contrast response function.

    abstract::Visual short-term memory (VSTM) load leads to impaired perception during maintenance. Here, we fitted the contrast response function to psychometric orientation discrimination data while also varying attention demand during maintenance to investigate: (1) whether VSTM load effects on perception are mediated by a modul...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/jov.20.10.6

    authors: Konstantinou N,Lavie N

    更新日期:2020-10-01 00:00:00

  • fMRI correlates of subjective reversals in ambiguous structure-from-motion.

    abstract::We used fMRI to examine the neural correlates of subjective reversals for bistable structure-from-motion. We compared transparent random-dot kinematograms depicting either a cylinder rotating in depth or two flat surfaces translating in opposite directions at apparently different depths. For both such stimuli, the mot...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/12.6.35

    authors: Freeman ED,Sterzer P,Driver J

    更新日期:2012-06-29 00:00:00

  • Temporal modulation improves dynamic peripheral acuity.

    abstract::Macular degeneration and related visual disorders greatly limit foveal function, resulting in reliance on the peripheral retina for tasks requiring fine spatial vision. Here we investigate stimulus manipulations intended to maximize peripheral acuity for dynamic targets. Acuity was measured using a single interval ori...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/19.13.12

    authors: Patrick JA,Roach NW,McGraw PV

    更新日期:2019-11-01 00:00:00

  • Impact of astigmatism and high-order aberrations on subjective best focus.

    abstract::We studied the role of native astigmatism and ocular aberrations on best-focus setting and its shift upon induction of astigmatism in 42 subjects (emmetropes, myopes, hyperopes, with-the-rule [WTR] and against-the-rule [ATR] myopic astigmats). Stimuli were presented in a custom-developed adaptive optics simulator, all...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/15.11.4

    authors: Marcos S,Velasco-Ocana M,Dorronsoro C,Sawides L,Hernandez M,Marin G

    更新日期:2015-08-01 00:00:00

  • Does visual flicker phase at gamma frequency modulate neural signal propagation and stimulus selection?

    abstract::Oscillatory synchronization of neuronal populations has been proposed to play a role in perceptual integration and attentional processing. However, some conflicting evidence has been found with respect to its causal relevance for sensory processing, particularly when using flickering visual stimuli with the aim of dri...

    journal_title:Journal of vision

    pub_type: 杂志文章

    doi:10.1167/12.4.5

    authors: Bauer M,Akam T,Joseph S,Freeman E,Driver J

    更新日期:2012-04-13 00:00:00

  • Optimal decisions for contrast discrimination.

    abstract::Contrast discrimination functions for simple gratings famously look like a dipper. Discrimination thresholds are lower than detection thresholds for moderate pedestal contrasts, and the rate of growth of thresholds as the pedestal contrast gets larger typically lies between the values implied by two popular treatments...

    journal_title:Journal of vision

    pub_type: 杂志文章,评审

    doi:10.1167/11.14.9

    authors: Sanborn AN,Dayan P

    更新日期:2011-12-08 00:00:00