视皮层
功能磁共振成像
感知
刺激(心理学)
视觉感受
神经影像学
心理学
大脑活动与冥想
方向(向量空间)
人脑
神经科学
模式识别(心理学)
认知心理学
计算机科学
人工智能
脑电图
数学
几何学
作者
Yukiyasu Kamitani,Frank Tong
摘要
The potential for human neuroimaging to read out the detailed contents of a person's mental state has yet to be fully explored. We investigated whether the perception of edge orientation, a fundamental visual feature, can be decoded from human brain activity measured with functional magnetic resonance imaging (fMRI). Using statistical algorithms to classify brain states, we found that ensemble fMRI signals in early visual areas could reliably predict on individual trials which of eight stimulus orientations the subject was seeing. Moreover, when subjects had to attend to one of two overlapping orthogonal gratings, feature-based attention strongly biased ensemble activity toward the attended orientation. These results demonstrate that fMRI activity patterns in early visual areas, including primary visual cortex (V1), contain detailed orientation information that can reliably predict subjective perception. Our approach provides a framework for the readout of fine-tuned representations in the human brain and their subjective contents.
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