Liu Zhaofan, Yan Yin, Wang Da-Hui
School of Systems Science, Beijing Normal University, Beijing, 100875 China.
State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Xinjiekouwaidajie 19, Haidian, Beijing, 100875 China.
Cogn Neurodyn. 2024 Feb;18(1):23-35. doi: 10.1007/s11571-022-09926-8. Epub 2023 Jan 30.
The visual perceptual learning (VPL) leads to long-term enhancement of visual task performance. The subjects are often trained to link different visual stimuli to several options, such as the widely used two-alternative forced choice (2AFC) task, which involves an implicit categorical decision. The enhancement of performance has been related to the specific changes of neural activities, but few studies investigate the effects of categorical responding on the changes of neural activities. Here we investigated whether the neural activities would exhibit the categorical characteristics if the subjects are requested to respond visual stimuli in a categorical manner during VPL. We analyzed the neural activities of two monkeys in a contour detection VPL. We found that the neural activities in primary visual cortex (V1) converge to one pattern if the contour can be detected by monkey and another pattern if the contour cannot be detected, exhibiting a kind of category learning that the neural representations of detectable contour become less selective for number of bars forming contour and diverge from the representations of undetectable contour.
The online version contains supplementary material available at 10.1007/s11571-022-09926-8.
视觉感知学习(VPL)可导致视觉任务表现的长期增强。受试者通常被训练将不同的视觉刺激与多种选项联系起来,例如广泛使用的二选一强制选择(2AFC)任务,该任务涉及隐式分类决策。表现的增强与神经活动的特定变化有关,但很少有研究调查分类反应对神经活动变化的影响。在这里,我们研究了在VPL过程中,如果要求受试者以分类方式对视觉刺激做出反应,神经活动是否会表现出分类特征。我们分析了两只猴子在轮廓检测VPL中的神经活动。我们发现,如果猴子能检测到轮廓,初级视觉皮层(V1)中的神经活动会收敛到一种模式;如果检测不到轮廓,则会收敛到另一种模式,呈现出一种类别学习,即可检测轮廓的神经表征对形成轮廓的条带数量的选择性降低,并与不可检测轮廓的表征有所不同。
在线版本包含可在10.1007/s11571-022-09926-8获取的补充材料。