A one-dimensional convolutional neural network model for automated localization of epileptic foci

B Li, X Zhao, Q Zhao, T Tanaka… - 2019 Asia-Pacific Signal …, 2019 - ieeexplore.ieee.org
Intracranial electrocorticogram (iEEG) is often used by clinical experts to determine the
location of the epileptic focal in the treatment of epilepsy. However, assess the location of …

Localization of epileptic foci by using convolutional neural network based on iEEG

L Sui, X Zhao, Q Zhao, T Tanaka, J Cao - … Crete, Greece, May 24–26, 2019 …, 2019 - Springer
Epileptic focus localization is a critical factor for successful surgical therapy of resection of
epileptogenic tissues. The key challenging problem of focus localization lies in the accurate …

Semi-supervised learning for epileptic focus localization using deep convolutional autoencoder

H Daoud, M Bayoumi - 2019 IEEE Biomedical Circuits and …, 2019 - ieeexplore.ieee.org
Epileptic focus localization is an important process for successful epileptic surgery. The
intracranial Electroencephalogram (iEEG) recording helps the neurosurgeons to take the …

Hybrid convolutional neural network for localization of epileptic focus based on iEEG

L Sui, X Zhao, Q Zhao, T Tanaka, J Cao - Neural Plasticity, 2021 - Wiley Online Library
Epileptic focus localization by analysing intracranial electroencephalogram (iEEG) plays a
critical role in successful surgical therapy of resection of the epileptogenic lesion. However …

Automatic focal EEG identification based on deep reinforcement learning

X Liu, X Ding, J Liu, W Nie, Q Yuan - Biomedical Signal Processing and …, 2023 - Elsevier
Electroencephalogram (EEG) signals convey information about the electrical activity of
neurons and are commonly used in clinical practice to evaluate the epileptic activity of …

Classification of epileptic IEEG signals by CNN and data augmentation

X Zhao, J Solé-Casals, B Li, Z Huang… - ICASSP 2020-2020 …, 2020 - ieeexplore.ieee.org
Epileptic focus localization in patients with epileptic seizures is essential when surgery is
needed. Recent studies show that this can be done automatically using machine learning …

Epileptic focus localization using transfer learning on multi-modal EEG

Y Yang, F Li, J Luo, X Qin, D Huang - Frontiers in Computational …, 2023 - frontiersin.org
The standard treatments for epilepsy are drug therapy and surgical resection. However,
around 1/3 of patients with intractable epilepsy are drug-resistant, requiring surgical …

Epilepsy lesion localization method based on brain function network

C Fang, X Li, M Na, W Jiang, Y He, A Wei… - Frontiers in Human …, 2024 - frontiersin.org
Objective In the past, the localization of seizure onset zone (SOZ) primarily relied on
traditional EEG signal analysis methods. However, due to their limited spatial and temporal …

Generative adversarial network based semi-supervised learning for epileptic focus localization

H Daoud, M Bayoumi - 2021 IEEE International Conference on …, 2021 - ieeexplore.ieee.org
Accurate localization of the epileptic focus plays an important role in the success of epileptic
surgery. Epileptic focus localization process helps the physicians to determine the …

Detection of epileptic foci based on interictal iEEG by using convolutional neural network

X Zhao, Q Zhao, T Tanaka, J Cao… - 2018 IEEE 23rd …, 2018 - ieeexplore.ieee.org
Intracranial electroencephalogram (iEEG) recorded at cerebral cortex contains a lot of
important information for the diagnosis of epilepsy. Currently, the diagnosis of epilepsy must …