ArticlePLoS computational biology2024
Mapping the dynamics of visual feature coding: Insights into perception and integration.
Article in PLoS computational biology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
14 citing papers in PubMed, 23 citations in OpenAlex.
- The neural processes of illusory occlusion in object recognition.Journal of vision · 2026Article
- Parallel processing of distinct facial signals for the rapid evaluation of social agents.iScience · 2026Article
- Increasing EEG electrode density improves decoding of visual categories and source localization: an exploratory ultra-high-density EEG study.Communications engineering · 2026Article
- Robust neural decoding with low-density EEG.Scientific reports · 2026Article
- Rotation-tolerant representations elucidate the time-course of high-level object processing.PloS one · 2026Article
- Decoding of image properties from single-trial visual evoked potentials recorded by ultra-high-density EEG.Scientific reports · 2025Article
- Multidimensional Representation Dynamics for Abstract Visual Objects in Encoded Tangram Paradigms.Brain sciences · 2025Article
- Processing in working memory boosts long-term memory representations and their retrieval.Communications psychology · 2025Article
- Neural correlates reveal separate stages of spontaneous face perception.Communications psychology · 2025Article
- Layer-specific spatiotemporal dynamics of feedforward and feedback in human visual object perception.bioRxiv : the preprint server for biology · 2025Article
- Limited Evidence for Probabilistic Cueing Effects on Grating-Evoked Event-Related Potentials and Orientation Decoding Performance.Psychophysiology · 2025Article
- The Representation of Stimulus Features during Stable Fixation and Active Vision.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025Article
- Dynamics of visual object coding within and across the hemispheres: Objects in the periphery.Science advances · 2025Article
- Mapping object space dimensions: New insights from temporal dynamics.Imaging neuroscience (Cambridge, Mass.) · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 3 institutions in 1 country.
Funding
Abstract
The basic computations performed in the human early visual cortex are the foundation for visual perception. While we know a lot about these computations, a key missing piece is how the coding of visual features relates to our perception of the environment. To investigate visual feature coding, interactions, and their relationship to human perception, we investigated neural responses and perceptual similarity judgements to a large set of visual stimuli that varied parametrically along four feature dimensions. We measured neural responses using electroencephalography (N = 16) to 256 grating stimuli that varied in orientation, spatial frequency, contrast, and colour. We then mapped the response profiles of the neural coding of each visual feature and their interactions, and related these to independently obtained behavioural judgements of stimulus similarity. The results confirmed fundamental principles of feature coding in the visual system, such that all four features were processed simultaneously but differed in their dynamics, and there was distinctive conjunction coding for different combinations of features in the neural responses. Importantly, modelling of the behaviour revealed that every stimulus feature contributed to perceptual judgements, despite the untargeted nature of the behavioural task. Further, the relationship between neural coding and behaviour was evident from initial processing stages, signifying that the fundamental features, not just their interactions, contribute to perception. This study highlights the importance of understanding how feature coding progresses through the visual hierarchy and the relationship between different stages of processing and perception.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.