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猴子初级视皮层中的自下而上突显和自上而下学习。

Bottom-up saliency and top-down learning in the primary visual cortex of monkeys.

机构信息

State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, 100875 Beijing, China.

IDG/McGovern Institute for Brain Research, Beijing Normal University, 100875 Beijing, China.

出版信息

Proc Natl Acad Sci U S A. 2018 Oct 9;115(41):10499-10504. doi: 10.1073/pnas.1803854115. Epub 2018 Sep 25.

DOI:10.1073/pnas.1803854115
PMID:30254154
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6187116/
Abstract

Early sensory cortex is better known for representing sensory inputs but less for the effect of its responses on behavior. Here we explore the behavioral correlates of neuronal responses in primary visual cortex (V1) in a task to detect a uniquely oriented bar-the orientation singleton-in a background of uniformly oriented bars. This singleton is salient or inconspicuous when the orientation contrast between the singleton and background bars is sufficiently large or small, respectively. Using implanted microelectrodes, we measured V1 activities while monkeys were trained to quickly saccade to the singleton. A neuron's responses to the singleton within its receptive field had an early and a late component, both increased with the orientation contrast. The early component started from the outset of neuronal responses; it remained unchanged before and after training on the singleton detection. The late component started ∼40 ms after the early one; it emerged and evolved with practicing the detection task. Training increased the behavioral accuracy and speed of singleton detection and increased the amount of information in the late response component about a singleton's presence or absence. Furthermore, for a given singleton, faster detection performance was associated with higher V1 responses; training increased this behavioral-neural correlate in the early V1 responses but decreased it in the late V1 responses. Therefore, V1's early responses are directly linked with behavior and represent the bottom-up saliency signals. Learning strengthens this link, likely serving as the basis for making the detection task more reflexive and less top-down driven.

摘要

早期感觉皮层以表示感觉输入而闻名,但对其反应对行为的影响知之甚少。在这里,我们在检测背景中均匀定向的棒条中的独特定向棒条(定向单)的任务中,探索初级视觉皮层(V1)中神经元反应的行为相关性。当单与背景条之间的方向对比度足够大或小时,该单就会变得明显或不显眼。使用植入的微电极,我们在猴子被训练快速扫视单的同时测量了 V1 活动。神经元在其感受野中对单的反应有早期和晚期成分,两者都随方向对比度的增加而增加。早期成分从神经元反应开始;在对单检测进行训练之前和之后,它保持不变。晚期成分在早期成分之后约 40 毫秒开始;它随着检测任务的实践而出现和发展。训练提高了单检测的行为准确性和速度,并增加了晚期反应成分中关于单的存在或不存在的信息量。此外,对于给定的单,更快的检测性能与更高的 V1 反应相关联;训练增加了早期 V1 反应中的这种行为-神经相关性,但降低了晚期 V1 反应中的这种相关性。因此,V1 的早期反应与行为直接相关,代表了自上而下的显着性信号。学习加强了这种联系,可能为使检测任务更具反射性和更少的自上而下驱动奠定了基础。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c78d/6187116/8e426e09fb52/pnas.1803854115fig04.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c78d/6187116/a68c882c85c0/pnas.1803854115fig01.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c78d/6187116/a8d0436a31a7/pnas.1803854115fig02.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c78d/6187116/9b6720b1f9d9/pnas.1803854115fig03.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c78d/6187116/8e426e09fb52/pnas.1803854115fig04.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c78d/6187116/a68c882c85c0/pnas.1803854115fig01.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c78d/6187116/a8d0436a31a7/pnas.1803854115fig02.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c78d/6187116/9b6720b1f9d9/pnas.1803854115fig03.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c78d/6187116/8e426e09fb52/pnas.1803854115fig04.jpg

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Superior colliculus encodes visual saliency before the primary visual cortex.上丘在初级视皮层之前对视觉显著度进行编码。
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