TY - GEN
T1 - A template-projection approach to decode higherorder vision in realtime and at the perceptual threshold
AU - Miller, Kai J.
AU - Hermes, Dora
PY - 2017/2/16
Y1 - 2017/2/16
N2 - The link between object perception and neural activity in visual cortical areas is a problem of fundamental importance in neuroscience. We measured brain surface physiology with implanted electrocorticography (ECoG) electrodes in humans. Physiological responses to visual stimuli in object-specific ventral temporal loci are highly polymorphie in different cortical loci, for both broadband and raw potential trace changes. To address this, we developed a template-projection method, where averaged responses from a localizer task are projected into the continuous datastream recorded from the brain. These projections are used to build a feature space. A c1assifier for decoding visual perception is applied to this feature space du ring training periods, and is applied to plain images, as weil as noise masked images. This enables robust c1assification of visual perceptual state.
AB - The link between object perception and neural activity in visual cortical areas is a problem of fundamental importance in neuroscience. We measured brain surface physiology with implanted electrocorticography (ECoG) electrodes in humans. Physiological responses to visual stimuli in object-specific ventral temporal loci are highly polymorphie in different cortical loci, for both broadband and raw potential trace changes. To address this, we developed a template-projection method, where averaged responses from a localizer task are projected into the continuous datastream recorded from the brain. These projections are used to build a feature space. A c1assifier for decoding visual perception is applied to this feature space du ring training periods, and is applied to plain images, as weil as noise masked images. This enables robust c1assification of visual perceptual state.
KW - Classijication
KW - Electrocorticography
KW - Perception
UR - http://www.scopus.com/inward/record.url?scp=85016019383&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85016019383&partnerID=8YFLogxK
U2 - 10.1109/IWW-BCI.2017.7858150
DO - 10.1109/IWW-BCI.2017.7858150
M3 - Conference contribution
AN - SCOPUS:85016019383
T3 - 5th International Winter Conference on Brain-Computer Interface, BCI 2017
SP - 30
EP - 35
BT - 5th International Winter Conference on Brain-Computer Interface, BCI 2017
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 5th International Winter Conference on Brain-Computer Interface, BCI 2017
Y2 - 9 January 2017 through 11 January 2017
ER -