Non-invasive neuroimaging techniques provide safe methods for investigating the functionality of the brain. Functional near infrared spectroscopy (fNIRS) is a non invasive brain imaging method, which uses light in the near infrared range to measure the changes in concentration of cerebral hemoglobin. ...
Online binary decision decoding using functional near-infrared spectroscopy for the development of brain-computer interface. Experimental Brain Research 232, 555–564, https://doi.org/10.1007/s00221-013-3764-1 (2014). Article PubMed Google Scholar Herold, F. et al. Functional near-infrared ...
In conclusion, brain encoding and decoding are central to the field of computational neuroscience and have the potential to create better brain-machine interfaces. The architecture and computational rules of DNNs share some similarity with human visual streams. The use of deep generative models (e.g...
The encoding and decoding of spike information, various kinds of spiking neurons (with distinct functions), multiple synaptic types and plasticity mechanisms, rules for conversion from short- to long-term memories, and the information processing integration at different levels (neurons, micro-circuits,...
Prognostication of chronic disorders of consciousness using brain functional networks and clinical characteristics. Elife, 2018, 7. Google Scholar [109] Wang L, Su L, Shen H, et al. Decoding lifespan changes of the human brain using resting-state functional connectivity MRI. PLoS ONE , ...
Combined EEG-fNIRS decoding of motor attempt and imagery for brain switch control: an offline study in patients with tetraplegia IEEE Trans. Neural Syst. Rehabil. Eng., 22 (2) (2014), pp. 222-229, 10.1109/TNSRE.2013.2292995 View in ScopusGoogle Scholar Blumeet al., 2020 F. Blume, M. ...
Although non-invasive BCI research and development often involve healthy subjects, studies have shown that brain-decoding functionality remains intact in individuals with impairments39, and can have positive impacts on those rehabilitating from strokes40. However, even with recent innovations, non-invasive...
Discriminating between brain rest and attention states using fMRI connectivity graphs and subtree SVM Decoding techniques have opened new windows to explore the brain function and information encoding in brain activity. In the current study, we design a rec... F Mokhtari,SK Bakhtiari,GA Hossein-Zade...
Previous work found that offline fUS decoding accuracy from PPC decreases rapidly as spatial resolution worsens9. This suggests that BMI technologies with macroscopic (≥1 mm) spatial resolution, such as EEG, fNIRS and fMRI, will continue to struggle to effectively decode information that varies ...
using both manual and automated decoding approaches, has been incorporated in imaging work in both humans and non-human primates, highlighting that naturalistic tasks are suitable for mapping brain activity in a manner comparable to more constrained stimuli commonly utilized in functional mapping experimen...