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An overview of deep learning techniques for epileptic seizures detection
  and prediction based on neuroimaging modalities: Methods, challenges, and
  future works

An overview of deep learning techniques for epileptic seizures detection and prediction based on neuroimaging modalities: Methods, challenges, and future works

29 May 2021
A. Shoeibi
Parisa Moridian
Marjane Khodatars
Navid Ghassemi
M. Jafari
R. Alizadehsani
Yinan Kong
Juan M Gorriz
Javier Ramírez
Abbas Khosravi
S. Nahavandi
U. Acharya
ArXivPDFHTML

Papers citing "An overview of deep learning techniques for epileptic seizures detection and prediction based on neuroimaging modalities: Methods, challenges, and future works"

50 / 63 papers shown
Title
Binary Single-dimensional Convolutional Neural Network for Seizure
  Prediction
Binary Single-dimensional Convolutional Neural Network for Seizure Prediction
Shiqi Zhao
Jie Yang
Yankun Xu
Mohamad Sawan
41
29
0
08 Jun 2022
Generative Adversarial Networks
Generative Adversarial Networks
Gilad Cohen
Raja Giryes
GAN
243
30,108
0
01 Mar 2022
Detection of Epileptic Seizures on EEG Signals Using ANFIS Classifier,
  Autoencoders and Fuzzy Entropies
Detection of Epileptic Seizures on EEG Signals Using ANFIS Classifier, Autoencoders and Fuzzy Entropies
A. Shoeibi
Navid Ghassemi
Marjane Khodatars
Parisa Moridian
R. Alizadehsani
A. Zare
Abbas Khosravi
A. Subasi
U. Acharya
Juan M Gorriz
49
108
0
06 Sep 2021
Automatic Diagnosis of Schizophrenia in EEG Signals Using CNN-LSTM
  Models
Automatic Diagnosis of Schizophrenia in EEG Signals Using CNN-LSTM Models
A. Shoeibi
Delaram Sadeghi
Parisa Moridian
Navid Ghassemi
Jónathan Heras
...
Ali Khadem
Yinan Kong
S. Nahavandi
Yu-Dong Zhang
Juan M Gorriz
57
129
0
02 Sep 2021
Do Vision Transformers See Like Convolutional Neural Networks?
Do Vision Transformers See Like Convolutional Neural Networks?
M. Raghu
Thomas Unterthiner
Simon Kornblith
Chiyuan Zhang
Alexey Dosovitskiy
ViT
110
953
0
19 Aug 2021
An End-to-End Deep Learning Approach for Epileptic Seizure Prediction
An End-to-End Deep Learning Approach for Epileptic Seizure Prediction
Yankun Xu
Jie Yang
Shiqi Zhao
Hemmings C. H. Wu
Mohamad Sawan
35
55
0
17 Aug 2021
Multi-institutional Collaborations for Improving Deep Learning-based
  Magnetic Resonance Image Reconstruction Using Federated Learning
Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated Learning
Pengfei Guo
Puyang Wang
Jinyuan Zhou
Shanshan Jiang
Vishal M. Patel
FedML
OOD
68
145
0
03 Mar 2021
A New Neuromorphic Computing Approach for Epileptic Seizure Prediction
A New Neuromorphic Computing Approach for Epileptic Seizure Prediction
Fengshi Tian
Jie Yang
Shiqi Zhao
Mohamad Sawan
33
26
0
25 Feb 2021
An overview of artificial intelligence techniques for diagnosis of
  Schizophrenia based on magnetic resonance imaging modalities: Methods,
  challenges, and future works
An overview of artificial intelligence techniques for diagnosis of Schizophrenia based on magnetic resonance imaging modalities: Methods, challenges, and future works
Delaram Sadeghi
A. Shoeibi
Navid Ghassemi
Parisa Moridian
Ali Khadem
...
Juan M Gorriz
F. Khozeimeh
Yu-Dong Zhang
S. Nahavandi
U. Acharya
82
106
0
24 Feb 2021
Towards Memristive Deep Learning Systems for Real-time Mobile Epileptic
  Seizure Prediction
Towards Memristive Deep Learning Systems for Real-time Mobile Epileptic Seizure Prediction
Corey Lammie
Wei Xiang
M. R. Azghadi
47
15
0
17 Feb 2021
Fusion of convolution neural network, support vector machine and Sobel
  filter for accurate detection of COVID-19 patients using X-ray images
Fusion of convolution neural network, support vector machine and Sobel filter for accurate detection of COVID-19 patients using X-ray images
Danial Sharifrazi
R. Alizadehsani
M. Roshanzamir
Javad Hassannataj Joloudari
A. Shoeibi
...
S. Nahavandi
M. Panahiazar
A. Zare
Sheikh Mohammed Shariful Islam
U. Acharya
38
141
0
13 Feb 2021
Uncertainty-Aware Semi-Supervised Method Using Large Unlabeled and
  Limited Labeled COVID-19 Data
Uncertainty-Aware Semi-Supervised Method Using Large Unlabeled and Limited Labeled COVID-19 Data
R. Alizadehsani
Danial Sharifrazi
N. H. Izadi
Javad Hassannataj Joloudari
A. Shoeibi
...
F. Khozeimeh
Abbas Khosravi
S. Nahavandi
Sheikh Mohammed Shariful Islam
U. Acharya
42
59
0
12 Feb 2021
Interpreting Deep Learning Models for Epileptic Seizure Detection on EEG
  signals
Interpreting Deep Learning Models for Epileptic Seizure Detection on EEG signals
Valentin Gabeff
T. Teijeiro
Marina Zapater
L. Cammoun
S. Rheims
P. Ryvlin
David Atienza Alonso
33
58
0
22 Dec 2020
Simple Copy-Paste is a Strong Data Augmentation Method for Instance
  Segmentation
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation
Golnaz Ghiasi
Huayu Chen
A. Srinivas
Rui Qian
Nayeon Lee
E. D. Cubuk
Quoc V. Le
Barret Zoph
ISeg
286
987
0
13 Dec 2020
A Review of Hidden Markov Models and Recurrent Neural Networks for Event
  Detection and Localization in Biomedical Signals
A Review of Hidden Markov Models and Recurrent Neural Networks for Event Detection and Localization in Biomedical Signals
Yassin Khalifa
Danilo P. Mandic
E. Sejdić
41
48
0
11 Dec 2020
A Review of Uncertainty Quantification in Deep Learning: Techniques,
  Applications and Challenges
A Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges
Moloud Abdar
Farhad Pourpanah
Sadiq Hussain
Dana Rezazadegan
Li Liu
...
Xiaochun Cao
Abbas Khosravi
U. Acharya
V. Makarenkov
S. Nahavandi
BDL
UQCV
276
1,911
0
12 Nov 2020
Uncovering the structure of clinical EEG signals with self-supervised
  learning
Uncovering the structure of clinical EEG signals with self-supervised learning
Hubert J. Banville
O. Chehab
Aapo Hyvarinen
Denis A. Engemann
Alexandre Gramfort
61
197
0
31 Jul 2020
Automated Detection and Forecasting of COVID-19 using Deep Learning
  Techniques: A Review
Automated Detection and Forecasting of COVID-19 using Deep Learning Techniques: A Review
A. Shoeibi
Marjane Khodatars
M. Jafari
Navid Ghassemi
Delaram Sadeghi
...
Z. Sani
F. Khozeimeh
S. Nahavandi
U. Acharya
Juan M Gorriz
103
182
0
16 Jul 2020
Deep Learning for Neuroimaging-based Diagnosis and Rehabilitation of
  Autism Spectrum Disorder: A Review
Deep Learning for Neuroimaging-based Diagnosis and Rehabilitation of Autism Spectrum Disorder: A Review
Marjane Khodatars
A. Shoeibi
Delaram Sadeghi
Navid Ghaasemi
M. Jafari
...
Abbas Khosravi
S. Nahavandi
Sadiq Hussain
U. Acharya
M. Berk
47
205
0
02 Jul 2020
Epileptic Seizures Detection Using Deep Learning Techniques: A Review
Epileptic Seizures Detection Using Deep Learning Techniques: A Review
A. Shoeibi
Marjane Khodatars
Navid Ghassemi
M. Jafari
Parisa Moridian
...
Diba Aminshahidi
Sadiq Hussain
M. Rouhani
S. Nahavandi
U. Acharya
44
262
0
02 Jul 2020
Staging Epileptogenesis with Deep Neural Networks
Staging Epileptogenesis with Deep Neural Networks
D. Lu
S. Bauer
V. Neubert
L. Costard
F. Rosenow
Jochen Triesch
29
6
0
17 Jun 2020
Image Quality Transfer Enhances Contrast and Resolution of Low-Field
  Brain MRI in African Paediatric Epilepsy Patients
Image Quality Transfer Enhances Contrast and Resolution of Low-Field Brain MRI in African Paediatric Epilepsy Patients
Matteo Figini
Hongxiang Lin
G. Ogbole
F. D’Arco
Stefano B. Blumberg
...
B. Brown
I. Lagunju
Helen J. Cross
D. Fernández-Reyes
Daniel C. Alexander
24
10
0
16 Mar 2020
Implementation of Deep Neural Networks to Classify EEG Signals using
  Gramian Angular Summation Field for Epilepsy Diagnosis
Implementation of Deep Neural Networks to Classify EEG Signals using Gramian Angular Summation Field for Epilepsy Diagnosis
Palani Thanaraj Krishnan
B. Parvathavarthini
U. Tanik
V. Rajinikanth
Seifedine Kadry
K. Kamalanand
26
46
0
08 Mar 2020
Machine Learning for Predicting Epileptic Seizures Using EEG Signals: A
  Review
Machine Learning for Predicting Epileptic Seizures Using EEG Signals: A Review
Khansa Rasheed
A. Qayyum
Junaid Qadir
Shobi Sivathamboo
P. Kwan
L. Kuhlmann
T. O'Brien
Adeel Razi
51
226
0
04 Feb 2020
CorGAN: Correlation-Capturing Convolutional Generative Adversarial
  Networks for Generating Synthetic Healthcare Records
CorGAN: Correlation-Capturing Convolutional Generative Adversarial Networks for Generating Synthetic Healthcare Records
A. Torfi
Edward A. Fox
SyDa
52
58
0
25 Jan 2020
Self-supervised representation learning from electroencephalography
  signals
Self-supervised representation learning from electroencephalography signals
Hubert J. Banville
Isabela Albuquerque
Aapo Hyvarinen
G. Moffat
Denis A. Engemann
Alexandre Gramfort
AI4TS
SSL
43
58
0
13 Nov 2019
Adversarial Representation Learning for Robust Patient-Independent
  Epileptic Seizure Detection
Adversarial Representation Learning for Robust Patient-Independent Epileptic Seizure Detection
Xiang Zhang
Lina Yao
Manqing Dong
Zhe Liu
Yu Zhang
Yong Li
OOD
AAML
39
87
0
18 Sep 2019
Automated Classification of Seizures against Nonseizures: A Deep
  Learning Approach
Automated Classification of Seizures against Nonseizures: A Deep Learning Approach
Xinghua Yao
Q. Cheng
Guoqiang Zhang
79
18
0
05 Jun 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks
Mingxing Tan
Quoc V. Le
3DV
MedIm
131
18,106
0
28 May 2019
Temporal Graph Convolutional Networks for Automatic Seizure Detection
Temporal Graph Convolutional Networks for Automatic Seizure Detection
Ian Covert
B. Krishnan
I. Najm
Jiening Zhan
Matthew Shore
J. Hixson
M. Po
28
70
0
03 May 2019
Signal2Image Modules in Deep Neural Networks for EEG Classification
Signal2Image Modules in Deep Neural Networks for EEG Classification
Paschalis A. Bizopoulos
G. Lambrou
D. Koutsouris
32
30
0
18 Apr 2019
A Novel Independent RNN Approach to Classification of Seizures against
  Non-seizures
A Novel Independent RNN Approach to Classification of Seizures against Non-seizures
Xinghua Yao
Q. Cheng
Guoqiang Zhang
38
46
0
22 Mar 2019
Convolutional neural network for detection and classification of
  seizures in clinical data
Convolutional neural network for detection and classification of seizures in clinical data
T. Iešmantas
R. Alzbutas
42
33
0
21 Mar 2019
Residual Deep Convolutional Neural Network for EEG Signal Classification
  in Epilepsy
Residual Deep Convolutional Neural Network for EEG Signal Classification in Epilepsy
D. Lu
Jochen Triesch
44
39
0
19 Mar 2019
SeizureNet: Multi-Spectral Deep Feature Learning for Seizure Type
  Classification
SeizureNet: Multi-Spectral Deep Feature Learning for Seizure Type Classification
Umar Asif
Subhrajit Roy
Jianbin Tang
S. Harrer
33
24
0
08 Mar 2019
Seizure Detection using Least EEG Channels by Deep Convolutional Neural
  Network
Seizure Detection using Least EEG Channels by Deep Convolutional Neural Network
M. Avcu
Zhuo Zhang
Derrick W. S. Chan
40
57
0
14 Jan 2019
Convolutional Neural Networks for Epileptic Seizure Prediction
Convolutional Neural Networks for Epileptic Seizure Prediction
Matthias Eberlein
Raphael Hildebrand
R. Tetzlaff
Nico Hoffmann
L. Kuhlmann
B. Brinkmann
Jens Müller
40
44
0
02 Nov 2018
Generative Adversarial Network in Medical Imaging: A Review
Generative Adversarial Network in Medical Imaging: A Review
Xin Yi
Ekta Walia
P. Babyn
GAN
MedIm
81
1,391
0
19 Sep 2018
EEG-GAN: Generative adversarial networks for electroencephalograhic
  (EEG) brain signals
EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals
K. Hartmann
R. Schirrmeister
T. Ball
GAN
AI4TS
51
232
0
05 Jun 2018
Focal onset seizure prediction using convolutional networks
Focal onset seizure prediction using convolutional networks
Haidar Khan
L. Marcuse
M. Fields
K. Swann
B. Yener
50
253
0
29 May 2018
ChronoNet: A Deep Recurrent Neural Network for Abnormal EEG
  Identification
ChronoNet: A Deep Recurrent Neural Network for Abnormal EEG Identification
Subhrajit Roy
Isabell Kiral-Kornek
S. Harrer
48
156
0
30 Jan 2018
An Automated System for Epilepsy Detection using EEG Brain Signals based
  on Deep Learning Approach
An Automated System for Epilepsy Detection using EEG Brain Signals based on Deep Learning Approach
I. Ullah
M. Hussain
Emad-ul-Haq Qazi
Hatim Aboalsamh
48
483
0
16 Jan 2018
Deep Classification of Epileptic Signals
Deep Classification of Epileptic Signals
David Ahmedt-Aristizabal
Clinton Fookes
Kien Nguyen
Sridha Sridharan
27
65
0
11 Jan 2018
Deep Architectures for Automated Seizure Detection in Scalp EEGs
Deep Architectures for Automated Seizure Detection in Scalp EEGs
M. Golmohammadi
S. Ziyabari
V. Shah
S. Diego
I. Obeid
J. Picone
41
55
0
28 Dec 2017
Automatic Analysis of EEGs Using Big Data and Hybrid Deep Learning
  Architectures
Automatic Analysis of EEGs Using Big Data and Hybrid Deep Learning Architectures
M. Golmohammadi
A. Torbati
S. Diego
I. Obeid
J. Picone
49
90
0
28 Dec 2017
Learning to Compare: Relation Network for Few-Shot Learning
Learning to Compare: Relation Network for Few-Shot Learning
Flood Sung
Yongxin Yang
Li Zhang
Tao Xiang
Philip Torr
Timothy M. Hospedales
273
4,047
0
16 Nov 2017
Applications of Deep Learning and Reinforcement Learning to Biological
  Data
Applications of Deep Learning and Reinforcement Learning to Biological Data
M. S. M. Mahmud
M. S. Kaiser
Amir Hussain
S. Vassanelli
OffRL
AI4CE
62
645
0
10 Nov 2017
Convolutional Recurrent Neural Networks for Electrocardiogram
  Classification
Convolutional Recurrent Neural Networks for Electrocardiogram Classification
Martin Zihlmann
Dmytro Perekrestenko
Michael Tschannen
62
215
0
17 Oct 2017
Neonatal Seizure Detection using Convolutional Neural Networks
Neonatal Seizure Detection using Convolutional Neural Networks
Alison O'Shea
G. Lightbody
Geraldine Boylan
A. Temko
41
44
0
18 Sep 2017
Deep Belief Networks used on High Resolution Multichannel
  Electroencephalography Data for Seizure Detection
Deep Belief Networks used on High Resolution Multichannel Electroencephalography Data for Seizure Detection
J. Turner
A. Page
T. Mohsenin
Tim Oates
34
91
0
28 Aug 2017
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