A streamable large-scale clinical EEG dataset for Deep Learning

03/04/2022
by   Dung Truong, et al.
0

Deep Learning has revolutionized various fields, including Computer Vision, Natural Language Processing, as well as Biomedical research. Within the field of neuroscience, specifically in electrophysiological neuroimaging, researchers are starting to explore leveraging deep learning to make predictions on their data without extensive feature engineering. The availability of large-scale datasets is a crucial aspect of allowing the experimentation of Deep Learning models. We are publishing the first large-scale clinical EEG dataset that simplifies data access and management for Deep Learning. This dataset contains eyes-closed EEG data prepared from a collection of 1,574 juvenile participants from the Healthy Brain Network. We demonstrate a use case integrating this framework, and discuss why providing such neuroinformatics infrastructure to the community is critical for future scientific discoveries.

READ FULL TEXT
research
05/11/2021

Deep Convolutional Neural Network Applied to Electroencephalography: Raw Data vs Spectral Features

The success of deep learning in computer vision has inspired the scienti...
research
11/22/2020

Deep Learning in EEG: Advance of the Last Ten-Year Critical Period

Deep learning has achieved excellent performance in a wide range of doma...
research
09/18/2023

ProtoKD: Learning from Extremely Scarce Data for Parasite Ova Recognition

Developing reliable computational frameworks for early parasite detectio...
research
06/11/2019

Improving Reproducible Deep Learning Workflows with DeepDIVA

The field of deep learning is experiencing a trend towards producing rep...
research
04/17/2018

Deep Learning on Operational Facility Data Related to Large-Scale Distributed Area Scientific Workflows

Distributed computing platforms provide a robust mechanism to perform la...
research
07/24/2023

Concept-based explainability for an EEG transformer model

Deep learning models are complex due to their size, structure, and inher...
research
11/24/2022

Tensor Decomposition of Large-scale Clinical EEGs Reveals Interpretable Patterns of Brain Physiology

Identifying abnormal patterns in electroencephalography (EEG) remains th...

Please sign up or login with your details

Forgot password? Click here to reset