… extraction and unsupervised adaptive classification for high-accuracy fNIRS-BCI: An evidence on single-trial differentiation between mentally arithmetic-and singing …
Y Zhang, D Liu, P Zhang, T Li, Z Li, F Gao - Frontiers in neuroscience, 2022 - frontiersin.org
… tasks for BCI control and to improve their discrimination … no-control state of seven able-bodied
adults, and the results … Although DL methods can automatically extract features and …
adults, and the results … Although DL methods can automatically extract features and …
Near-infrared spectroscopy (NIRS)-based eyes-closed brain-computer interface (BCI) using prefrontal cortex activation due to mental arithmetic
… Given that MA and BL evoked larger and smaller APFC activation, we discriminated MA-related
activations from BL-related ones that were normally weaker in both EO and EC states. As …
activations from BL-related ones that were normally weaker in both EO and EC states. As …
CGAN-rIRN: a data-augmented deep learning approach to accurate classification of mental tasks for a fNIRS-based brain-computer interface
Y Zhang, D Liu, T Li, P Zhang, Z Li… - Biomedical Optics Express, 2023 - opg.optica.org
… single-trial accuracy for mental arithmetic and mental singing … the discrimination accuracy
of activation patterns, two mental … automatic feature extractor and classifier that automatically …
of activation patterns, two mental … automatic feature extractor and classifier that automatically …
Investigation of initial dips in mental arithmetic tasks: An fNIRS study
… prefrontal activity due to mental arithmetic and mental singing from the no-control state,” …
, “Automatic single-trial discrimination of mental arithmetic, mental singing and no-control …
, “Automatic single-trial discrimination of mental arithmetic, mental singing and no-control …
Open access dataset for EEG+ NIRS single-trial classification
… Chau, “Classification of prefrontal activity due to mental arithmetic and music imagery using
… “Automatic single-trial discrimination of mental arithmetic, mental singing and the no-control …
… “Automatic single-trial discrimination of mental arithmetic, mental singing and the no-control …
… spectroscopy brain-computer interface with increased information transfer rate using prefrontal hemodynamic changes during mental arithmetic, breath-holding, and …
… In this study, we attempted to discriminate between three types of hemodynamic changes …
‘‘Automatic single-trial discrimination of mental arithmetic, mental singing and the no-control …
‘‘Automatic single-trial discrimination of mental arithmetic, mental singing and the no-control …
[HTML][HTML] A ternary hybrid EEG-NIRS brain-computer interface for the classification of brain activation patterns during mental arithmetic, motor imagery, and idle state
… Timing sequence of a single trial. A random task was assigned to the participant in the …
of mental tasks (eg, word association, mental singing, three-dimensional object rotation, …
of mental tasks (eg, word association, mental singing, three-dimensional object rotation, …
Independent decision path fusion for bimodal asynchronous brain–computer interface to discriminate multiclass mental states
… capable of detecting mental states automatically by employing … , for the mental state prediction
of every single trial, weights of … hemodynamic changes during mental arithmetic, breath…
of every single trial, weights of … hemodynamic changes during mental arithmetic, breath…
Online classification of imagined speech using functional near-infrared spectroscopy signals
AR Sereshkeh, R Yousefi, AT Wong… - Journal of neural …, 2018 - iopscience.iop.org
… BCI should be able to decode speech in a single trial [8]. In [20]… modes were successfully
discriminated using fNIRS data. In … to classify between mental singing, mental arithmetic and …
discriminated using fNIRS data. In … to classify between mental singing, mental arithmetic and …
Yao Zhang, Dongyuan Liu, Pengrui Zhang, Tieni Li, Zhiyong Li and Feng Gao
C Porcaro, M Cavazza, H Santosa… - Combined EEG in …, 2023 - books.google.com
… the accuracy of single-trial classification task of mental arithmetic vs. mental singing, as …
no-control state of seven able-bodied adults, and the results indicated an overall accuracy …
no-control state of seven able-bodied adults, and the results indicated an overall accuracy …