How does V1 population activity inform perceptual certainty?

被引:0
|
作者
Boundy-Singer, Zoe M. [1 ]
Ziemba, Corey M. [1 ]
Henaff, Olivier J. [2 ]
Goris, Robbe L. T. [1 ]
机构
[1] Univ Texas Austin, Ctr Perceptual Syst, Austin, TX 78712 USA
[2] DeepMind, London, England
来源
JOURNAL OF VISION | 2024年 / 24卷 / 06期
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
neural coding; visual cortex; sensory uncertainty; population representation; VISUAL-CORTEX; NEURONS; ORIENTATION; REPRESENTATION; DECISION; COMPUTATION; UNCERTAINTY; INFERENCE; RESPONSES; CODES;
D O I
10.1167/jov.24.6.12
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
Neural population activity in sensory cortex informs our perceptual interpretation of the environment. Oftentimes, this population activity will support multiple alternative interpretations. The larger the spread of probability over different alternatives, the more uncertain the selected perceptual interpretation. We test the hypothesis that the reliability of perceptual interpretations can be revealed through simple transformations of sensory population activity. We recorded V1 population activity in fixating macaques while presenting oriented stimuli under different levels of nuisance variability and signal strength. We developed a decoding procedure to infer from V1 activity the most likely stimulus orientation as well as the certainty of this estimate. Our analysis shows that response magnitude, response dispersion, and variability in response gain all offer useful proxies for orientation certainty. Of these three metrics, the last one has the strongest association with the decoder's uncertainty estimates. These results clarify that the nature of neural population activity in sensory cortex provides downstream circuits with multiple options to assess the reliability of perceptual interpretations.
引用
收藏
页码:17 / 17
页数:1
相关论文
共 50 条
  • [21] Adaptive processing and perceptual learning in visual cortical areas V1 and V4
    Astorga, Guadalupe
    Chen, Minggui
    Yan, Yin
    Altavini, Tiago Siebert
    Jiang, Caroline S.
    Li, Wu
    Gilbert, Charles
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2022, 119 (42)
  • [22] Perceptual Relearning of Complex Visual Motion after V1 Damage in Humans
    Huxlin, Krystel R.
    Martin, Tim
    Kelly, Kristin
    Riley, Meghan
    Friedman, Deborah I.
    Burgin, W. Scott
    Hayhoe, Mary
    JOURNAL OF NEUROSCIENCE, 2009, 29 (13) : 3981 - 3991
  • [23] Similar neural and perceptual masking effects of low-power optogenetic stimulation in primate V1
    Chen, Spencer Chin-Yu
    Benvenuti, Giacomo
    Chen, Yuzhi
    Kumar, Satwant
    Ramakrishnan, Charu
    Deisseroth, Karl
    Geisler, Wilson S.
    Seidemann, Eyal
    ELIFE, 2022, 11
  • [24] Population Response Propagation to Extrastriate Areas Evoked by Intracortical Electrical Stimulation in V1
    Fehervari, Tamas D.
    Yagi, Tetsuya
    FRONTIERS IN NEURAL CIRCUITS, 2016, 10
  • [25] Long-range traveling waves of activity triggered by local dichoptic stimulation in V1 of behaving monkeys
    Yang, Zhiyong
    Heeger, David J.
    Blake, Randolph
    Seidemann, Eyal
    JOURNAL OF NEUROPHYSIOLOGY, 2015, 113 (01) : 277 - 294
  • [26] A Fast and Simple Population Code for Orientation in Primate V1
    Berens, Philipp
    Ecker, Alexander S.
    Cotton, R. James
    Ma, Wei Ji
    Bethge, Matthias
    Tolias, Andreas S.
    JOURNAL OF NEUROSCIENCE, 2012, 32 (31) : 10618 - 10626
  • [27] Perceptual decision making "Through the Eyes" of a large-scale neural model of V1
    Shi, Jianing V.
    Wielaard, Jim
    Smith, R. Theodore
    Sajda, Paul
    FRONTIERS IN PSYCHOLOGY, 2013, 4
  • [28] Perceptual hue, lightness, and chroma are represented in a multidimensional functional anatomical map in macaque V1
    Li, Ming
    Ju, Niansheng
    Jiang, Rundong
    Liu, Fang
    Jiang, Hongfei
    Macknik, Stephen
    Martinez-Conde, Susana
    Tang, Shiming
    PROGRESS IN NEUROBIOLOGY, 2022, 212
  • [29] fMRI orientation decoding in V1 does not require global maps or globally coherent orientation stimuli
    Alink, Arjen
    Krugliak, Alexandra
    Walther, Alexander
    Kriegeskorte, Nikolaus
    FRONTIERS IN PSYCHOLOGY, 2013, 4
  • [30] A Perceptual Visual Feature Extraction Method Achieved by Imitating V1 and V4 of the Human Visual System
    Kim, Sungho
    Kwon, Soon
    Kweon, In So
    COGNITIVE COMPUTATION, 2013, 5 (04) : 610 - 628