Discrimination of the conscious and not conscious perception of famous and unknown faces from EEG oscillatory activity: Application of Support Vector Machine classifiers.


If the state of conscious perception appreciably modulates the levels of synchronies in several frequency bands and cerebral areas, then each one of these levels has a certain capacity of discriminating the subject’s perceptual consciousness. Combination of all measurements of these multiple levels of synchronies within a compound index, must make it possible to distinguish, in an optimal way, the state of subject’s conscious or not conscious perception. Such an index was searched and identified in our study by using an experimental procedure putting alternatively the subject in a situation inducing a conscious and not conscious perception of famous and unknown faces. The synchronies varied significantly between the perceived and not perceived faces, particularly in the theta, alpha and gamma bands but they were specific to the subject and the face category. Existence of an unconscious perception of facial identity was showed in spite of the realization of a face detection task.

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