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Internal noise in contrast discrimination propagates forwards from early visual cortex
Greta Vilidaite1, Emma Marsh2, Daniel H Baker3
1Department of Psychology, University of York, York, UK; Department of Psychology, Stanford University, CA, USA.
Neuroimage
|March 2, 2019
Summary
Internal neural noise impacts early visual processing, influencing human contrast discrimination. This study used EEG and MEG to show that perceptual decisions are decodable from brain activity within 100ms of stimulus onset.
Area of Science:
- Neuroscience
- Visual Perception
- Cognitive Science
Background:
- Human contrast discrimination is limited by neural noise and transduction nonlinearities.
- The precise timing and location of internal neural noise remain debated, with psychophysical models suggesting late processing and neuroimaging studies indicating early processing.
Purpose of the Study:
- To investigate whether perceptually-relevant internal noise originates in early visual areas or later decision-making regions.
- To determine the temporal dynamics of neural noise during contrast discrimination.
Main Methods:
- Recorded electroencephalography (EEG) and magnetoencephalography (MEG) during a two-interval-forced-choice contrast discrimination task.
- Employed multivariate pattern analysis (MVPA) to decode perceptual decisions from evoked brain responses.
- Utilized MEG source space analysis to examine information spread across anatomically defined brain regions.
Main Results:
- Perceptual decisions were successfully decoded from both EEG and MEG signals, even with identical stimuli.
- Above-chance classification of decisions began less than 100 milliseconds (ms) after stimulus onset, indicating early neural noise.
- Classification accuracy increased over time, peaking beyond 500 ms, with initial information in occipital regions spreading to parietal and frontal areas.
Conclusions:
- Neural noise significantly affects sensory signals early in the visual pathway, influencing perceptual decisions.
- Noise impacts sensory processing across multiple stages, from early visual areas to later decision-making regions.
- Early sensory noise may be resolved through mechanisms like Birdsall's linearisation, balancing dynamic range preservation with contrast-invariance.
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