bioRxivNeurosciencePreprint
Line drawings reveal the structure of internal visual models conveyed by cortical feedback.
Abstract
Human behaviour is dependent on the ability of neuronal circuits to predict the outside world. Neuronal circuits make these predictions based on internal models. Despite our extensive knowledge of the sensory features that drive cortical neurons, we have a limited grasp on the structure of the brains internal models. Substantial progress in neuroscience therefore depends on our ability to replicate the models that the brain creates internally. Here we record human fMRI data while presenting partially occluded visual scenes. Visual occlusion controls sensory input to subregions of visual cortex while internal models continue to influence activity in these regions. Since the observed activity is dependent on internal models, but not on sensory input, we have the opportunity to map the features of the brains internal models. Our results show that internal models in early visual cortex are both categorical and scene-specific. We further demonstrate that behavioural line drawings provide a good description of internal model structure. These findings extend our understanding of internal models by showing that line drawings, which have been effectively used by humans to convey information about the world for thousands of years, provide a window into our brains internal models of vision.
- Citations
- 6
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Relating visual production and recognition of objects in human visual cortex
Judith E. Fan, Jeffrey D. Wammes, … Nicholas B. Turk‐Browne·Journal of NeurosciencePeer-reviewed·Dec 23, 2019
- Cortex-wide Dynamics of Internal Decisions About Behavioral Context
Joshua Michael Calder-Travis, Ruud L. van den Brink, … Tobias H. Donner·bioRxiv·Jan 23, 2026
- Neural dynamics of real-world object vision that guide behaviour
Radoslaw Martin Cichy, Nikolaus Kriegeskorte, … Ian Charest·bioRxiv·Jun 8, 2017
- Dynamic context-based updating of object representations in visual cortex
Giacomo Aldegheri, Surya Gayet, Marius V. Peelen·Science AdvancesPeer-reviewed·Jan 21, 2026
- Human brain activity during mental imagery exhibits signatures of inference in a hierarchical generative model
Jesse L. Breedlove, Ghislain St-Yves, … Thomas Naselaris·bioRxiv·Nov 10, 2018
- Predictive coding yields a brain-like code for shape from motion
Yoon Bai, Thomas P. O’Connell, … James J. DiCarlo·bioRxiv·Sep 10, 2026