Performance of various deep learning models from PyNoetic’s classification module on the Motor Imagery decoding task. by Gursimran Singh (575288)

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Illustration of recording paradigm with PyNoetic’s Stimuli generation and recording module. by Gursimran Singh (575288)

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A typical BCI system depicting the flow and processing of EEG data. by Gursimran Singh (575288)

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Classification of the emergent synchronization patterns when stimulating a single brain region for three different cases. by Andrew Patton (10224161)

Table 1_Static and temporal dynamic changes in brain activity in patients with post-stroke balance dysfunction: a pilot resting state fMRI.docx by Zhiqing Tang (12895406)

“…</p>Conclusion<p>In conclusion, this study provided evidence of functional abnormalities in local brain regions in patients with post-stroke balance dysfunction. …”

Contrast enhancement of digital images using dragonfly algorithm by Soumyajit Saha (19726163)

“…Comparisons with state-of-art methods ensure the superiority of the proposed algorithm. The Python implementation of the proposed approach is available in this <a href="https://github.com/somnath796/DA_contrast_enhancement" target="_blank">Github repository</a>.…”

Data Sheet 1_A three-classification model for identifying migraine with right-to-left shunt using lateralization of functional connectivity and brain network topology: a resting-st... by Weifang Nie (20173242)

“…</p>Methods<p>Firstly, asymmetries in functional connectivity and brain network topology were quantified to laterality indices. …”

A. Illustration of the PredNet Architecture [57]. by Dirk Gütlin (22566778)

Capturing pulse-modulated firing using . by Matthew R. Baker (436704)

Comparative Clustering Methods. by Matthew R. Baker (436704)

Data Sheet 1_Unsupervised method for representation transfer from one brain to another.docx by Daiki Nakamura (20349885)

“…<p>Although the anatomical arrangement of brain regions and the functional structures within them are similar across individuals, the representation of neural information, such as recorded brain activity, varies among individuals owing to various factors. …”

Example of a typical workflow to construct a network using NeKo. by Marco Ruscone (11747264)

Alpha networks. by Ying Joey Zhou (22479044)

Association between the multiscale structural principal gradient and MSN gradient. by Yirong He (11277990)

Association between the multiscale structural principal gradient and morphometric features. by Yirong He (11277990)

Multiscale structural gradients during childhood and adolescence. by Yirong He (11277990)

Comparative analysis of WordNet replacement impact on data distribution. by Enock Niyonkuru (21246879)

Both Ankle fNIRS MI dataset by Hammad Gilani (8060012)

“…<br></li></ul><p dir="ltr">This dataset can be used to explore neural signatures of lower limb motor imagery, develop brain-computer interface (BCI) algorithms, and investigate cortical hemodynamics associated with motor planning and control.…”

Right Ankle fNIRS MI Dataset by Hammad Gilani (8060012)

“…<br></li></ul><p dir="ltr">This dataset can be used to explore neural signatures of lower limb motor imagery, develop brain-computer interface (BCI) algorithms, and investigate cortical hemodynamics associated with motor planning and control.…”

pone.0331193.t003 - by Carol Kotliar (22351525)

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