[HTML][HTML] Self-supervised cross-modal visual retrieval from brain activities

Z Ye, L Yao, Y Zhang, S Gustin - Pattern Recognition, 2024 - Elsevier
We study the problem of restoring visual stimuli from visually-evoked
electroencephalography (EEG) signals. Using a supervised classification-then-generation …

[HTML][HTML] Decoding Brain Signals from Rapid-Event EEG for Visual Analysis Using Deep Learning

M Rehman, H Anwer, H Garay, J Alemany-Iturriaga… - Sensors, 2024 - mdpi.com
The perception and recognition of objects around us empower environmental interaction.
Harnessing the brain's signals to achieve this objective has consistently posed difficulties …

Multilevel Laser-Induced Pain Measurement with Wasserstein Generative Adversarial Network—Gradient Penalty Model

J Leng, J Zhu, Y Yan, X Yu, M Liu, Y Lou… - … Journal of Neural …, 2024 - World Scientific
Pain is an experience of unpleasant sensations and emotions associated with actual or
potential tissue damage. In the global context, billions of people are affected by pain …

Generating personalized facial emotions using emotional EEG signals and conditional generative adversarial networks

M Esmaeili, K Kiani - Multimedia Tools and Applications, 2024 - Springer
Facial expressions are one of the most effective and straightforward ways of conveying our
emotions and intentions. Therefore, it is crucial to conduct research aimed at develo** a …

Deciphering EEG Waves for the Generation of Images

G Mahajan, R Jeevan, L Divija… - … Conference on Brain …, 2024 - ieeexplore.ieee.org
Research on electroencephalography (EEG) waves has been a crucial topic in the
development of BCI technology and neurolinguistics. EEG waves have found been to not …

Learning channel attention for decoding of visual imagined text from multi-band EEG using metric learning

G Jaswal, G Sharma, V Dutt, A Bhavsar - Proceedings of the 16th …, 2023 - dl.acm.org
The electroencephalogram (EEG) signals represent proxies of the perceptual cognitive, and
emotional processes of the user, which allows neuro-engineering researchers to decode the …

A Survey on Deciphering of EEG Waves

G Mahajan, L Divija, R Jeevan, PD Kumari… - … on Intelligent Informatics, 2023 - Springer
Unlock the mind's secrets and paint emotions, thoughts, and perceptions onto a data canvas—
our research delves into the uncharted territory of EEG's conversion into diverse modalities …

From Neural Signals to Images: Generative Reconstruction of Visual Stimuli from Electroencephalography Signals

R Walambe, A Kushwaha, D Shah, M Shetty… - Available at SSRN … - papers.ssrn.com
Understanding a patient's visual perceptions can be critical for diagnosing and managing
certain conditions, such as neurological disorders or vision impairments. Current methods of …