ArticlePloS one2016
What Do Contrast Threshold Equivalent Noise Studies Actually Measure? Noise vs. Nonlinearity in Different Masking Paradigms.
Article in PloS one, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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Who cites it
15 citing papers in PubMed.
- Identification of letters distorted by physiologically-inspired spatial scrambling.PLoS computational biology · 2026Article
- Optical and neural contributions to contrast sensitivity: A factor analysis of individual differences with and without adaptive optics.Journal of vision · 2026Article
- Estimating the contribution of early and late noise in vision from psychophysical data.Journal of vision · 2025Article
- Visual Perceptual Learning of Form-Motion Integration: Exploring the Involved Mechanisms with Transfer Effects and the Equivalent Noise Approach.Brain sciences · 2024Article
- Spatial frequency channels depend on stimulus bandwidth in normal and amblyopic vision: an exploratory factor analysis.Frontiers in computational neuroscience · 2023Article
- Contrast Sensitivity and Equivalent Intrinsic Noise in X-Linked Retinoschisis.Translational vision science & technology · 2022Article
- No Evidence of Reduced Contrast Sensitivity in Migraine-with-Aura for Large, Narrowband, Centrally Presented Noise-Masked Stimuli.Vision (Basel, Switzerland) · 2021Article
- Temporal attention selectively enhances target features.Journal of vision · 2021Article
- Increased Equivalent Input Noise in Glaucomatous Central Vision: Is it Due to Undersampling of Retinal Ganglion Cells?Investigative ophthalmology & visual science · 2020Article
- Increased Noise in Cortico-Cortical Integration After Mild TBI Measured With the Equivalent Noise Technique.Frontiers in neurology · 2019Article
- Reduced Contrast Sensitivity is Associated With Elevated Equivalent Intrinsic Noise in Type 2 Diabetics Who Have Mild or No Retinopathy.Investigative ophthalmology & visual science · 2018Article
- The mechanism of short-term monocular deprivation is not simple: separate effects on parallel and cross-oriented dichoptic masking.Scientific reports · 2018Article
- High internal noise and poor external noise filtering characterize perception in autism spectrum disorder.Scientific reports · 2017Article
- The equivalent internal orientation and position noise for contour integration.Scientific reports · 2017Article
- Characterization of human lightness discrimination thresholds for independent spectral variations.i-PerceptionArticle
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3 authors.
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Abstract
The internal noise present in a linear system can be quantified by the equivalent noise method. By measuring the effect that applying external noise to the system's input has on its output one can estimate the variance of this internal noise. By applying this simple "linear amplifier" model to the human visual system, one can entirely explain an observer's detection performance by a combination of the internal noise variance and their efficiency relative to an ideal observer. Studies using this method rely on two crucial factors: firstly that the external noise in their stimuli behaves like the visual system's internal noise in the dimension of interest, and secondly that the assumptions underlying their model are correct (e.g. linearity). Here we explore the effects of these two factors while applying the equivalent noise method to investigate the contrast sensitivity function (CSF). We compare the results at 0.5 and 6 c/deg from the equivalent noise method against those we would expect based on pedestal masking data collected from the same observers. We find that the loss of sensitivity with increasing spatial frequency results from changes in the saturation constant of the gain control nonlinearity, and that this only masquerades as a change in internal noise under the equivalent noise method. Part of the effect we find can be attributed to the optical transfer function of the eye. The remainder can be explained by either changes in effective input gain, divisive suppression, or a combination of the two. Given these effects the efficiency of our observers approaches the ideal level. We show the importance of considering these factors in equivalent noise studies.
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