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Neural Decoding of Visual Imagery During Sleep
by
Horikawa, T.
, Tamaki, M.
, Kamitani, Y.
, Miyawaki, Y.
in
Adult
/ Artificial Intelligence
/ Behavioral neuroscience
/ Biological and medical sciences
/ Brain
/ Brain - physiology
/ Brain Mapping
/ Databases, Factual
/ Decryption
/ Dreams
/ Dreams - physiology
/ Electroencephalography
/ Fundamental and applied biological sciences. Psychology
/ Humans
/ Image databases
/ Imagery
/ Magnetic Resonance Imaging
/ Male
/ Photic Stimulation
/ Rapid eye movement sleep
/ Sleep
/ Sleep - physiology
/ Sleep Stages
/ Sleep. Vigilance
/ Support Vector Machine
/ Time windows
/ Vertebrates: nervous system and sense organs
/ Visual Cortex - physiology
/ Visual information
/ Visual Perception
/ Visual Stimuli
/ Visualization
/ Wakefulness
2013
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Neural Decoding of Visual Imagery During Sleep
by
Horikawa, T.
, Tamaki, M.
, Kamitani, Y.
, Miyawaki, Y.
in
Adult
/ Artificial Intelligence
/ Behavioral neuroscience
/ Biological and medical sciences
/ Brain
/ Brain - physiology
/ Brain Mapping
/ Databases, Factual
/ Decryption
/ Dreams
/ Dreams - physiology
/ Electroencephalography
/ Fundamental and applied biological sciences. Psychology
/ Humans
/ Image databases
/ Imagery
/ Magnetic Resonance Imaging
/ Male
/ Photic Stimulation
/ Rapid eye movement sleep
/ Sleep
/ Sleep - physiology
/ Sleep Stages
/ Sleep. Vigilance
/ Support Vector Machine
/ Time windows
/ Vertebrates: nervous system and sense organs
/ Visual Cortex - physiology
/ Visual information
/ Visual Perception
/ Visual Stimuli
/ Visualization
/ Wakefulness
2013
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Do you wish to request the book?
Neural Decoding of Visual Imagery During Sleep
by
Horikawa, T.
, Tamaki, M.
, Kamitani, Y.
, Miyawaki, Y.
in
Adult
/ Artificial Intelligence
/ Behavioral neuroscience
/ Biological and medical sciences
/ Brain
/ Brain - physiology
/ Brain Mapping
/ Databases, Factual
/ Decryption
/ Dreams
/ Dreams - physiology
/ Electroencephalography
/ Fundamental and applied biological sciences. Psychology
/ Humans
/ Image databases
/ Imagery
/ Magnetic Resonance Imaging
/ Male
/ Photic Stimulation
/ Rapid eye movement sleep
/ Sleep
/ Sleep - physiology
/ Sleep Stages
/ Sleep. Vigilance
/ Support Vector Machine
/ Time windows
/ Vertebrates: nervous system and sense organs
/ Visual Cortex - physiology
/ Visual information
/ Visual Perception
/ Visual Stimuli
/ Visualization
/ Wakefulness
2013
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Journal Article
Neural Decoding of Visual Imagery During Sleep
2013
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Overview
Visual imagery during sleep has long been a topic of persistent speculation, but its private nature has hampered objective analysis. Here we present a neural decoding approach in which machine-learning models predict the contents of visual imagery during the sleep-onset period, given measured brain activity, by discovering links between human functional magnetic resonance imaging patterns and verbal reports with the assistance of lexical and image databases. Decoding models trained on stimulus-induced brain activity in visual cortical areas showed accurate classification, detection, and identification of contents. Our findings demonstrate that specific visual experience during sleep is represented by brain activity patterns shared by stimulus perception, providing a means to uncover subjective contents of dreaming using objective neural measurement.
Publisher
American Association for the Advancement of Science,The American Association for the Advancement of Science
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