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Image Search Results
Journal: Frontiers in Human Neuroscience
Article Title: Analysis of Human Gait Using Hybrid EEG-fNIRS-Based BCI System: A Review
doi: 10.3389/fnhum.2020.613254
Figure Lengend Snippet: Hardware and software description used for signals acquisition for gait applications.
Article Snippet: Contreras-Vidal et al. ( ) , EEG ,
Techniques: Software, Sampling
Journal: Frontiers in Neuroscience
Article Title: Hyperscanning EEG and Classification Based on Riemannian Geometry for Festive and Violent Mental State Discrimination
doi: 10.3389/fnins.2020.588357
Figure Lengend Snippet: Distance to mean representation of the EEG data from the actor of the same representative couple as in using Euclidean (A) and Riemannian (B) distances and from the same representative observer using Euclidean (C) and Riemannian (D) distances. The Riemannian distance δ R is defined in Eq. 5 and the Euclidean distance δ E is defined as the Frobenius norm of the difference between the two covariance matrices. The horizontal (vertical) axis represents the distance δ(Σ i , Σ F ) (δ(Σ i , Σ V )) between a covariance matrix Σ i and the mean covariance matrix of the festive (violent) class Σ F (Σ V ). The straight dashed line represents the function δ(Σ i , Σ F ) = δ(Σ i , Σ V ). Unlike Euclidean metrics, Riemannian metrics were able to convincingly separate the violent and festive classes.
Article Snippet:
Techniques: