1. Primary visual cortex straightens natural video trajectories
- Author
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Julie A. Charlton, Ian Nauhaus, Robbe L. T. Goris, Yoon Bai, Olivier J. Hénaff, and Eero P. Simoncelli
- Subjects
Computer science ,Science ,Computation ,Population ,Video Recording ,Striate cortex ,General Physics and Astronomy ,Anesthesia, General ,Stimulus (physiology) ,Neural population ,Article ,General Biochemistry, Genetics and Molecular Biology ,Stereotaxic Techniques ,medicine ,Animals ,Natural (music) ,Set (psychology) ,education ,Electrodes ,Visual Cortex ,education.field_of_study ,Multidisciplinary ,business.industry ,Pattern recognition ,General Chemistry ,Anticipation, Psychological ,Macaca fascicularis ,Neural encoding ,Visual cortex ,medicine.anatomical_structure ,Visual Perception ,Trajectory ,Artificial intelligence ,Nerve Net ,business ,Craniotomy ,Photic Stimulation - Abstract
Many sensory-driven behaviors rely on predictions about future states of the environment. Visual input typically evolves along complex temporal trajectories that are difficult to extrapolate. We test the hypothesis that spatial processing mechanisms in the early visual system facilitate prediction by constructing neural representations that follow straighter temporal trajectories. We recorded V1 population activity in anesthetized macaques while presenting static frames taken from brief video clips, and developed a procedure to measure the curvature of the associated neural population trajectory. We found that V1 populations straighten naturally occurring image sequences, but entangle artificial sequences that contain unnatural temporal transformations. We show that these effects arise in part from computational mechanisms that underlie the stimulus selectivity of V1 cells. Together, our findings reveal that the early visual system uses a set of specialized computations to build representations that can support prediction in the natural environment., Many behaviours depend on predictions about the environment. Here the authors find neural populations in primary visual cortex to straighten the temporal trajectories of natural video clips, facilitating the extrapolation of past observations.
- Published
- 2021