Advanced search
Publication Cover
Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization Volume 6, 2018 - Issue 3: 1st MICCAI workshop on Deep Learning in Medical Image Analysis
Submit an article Journal homepage
629
Views
34
CrossRef citations to date
0
Altmetric
Original Articles

Convolutional neural networks for real-time epileptic seizure detection

Felix AchillesComputer Aided Medical Procedures, Technische Universität München, Munich, Germany.;Department of Neurology, Ludwig-Maximilians-University of Munich, Munich, Germany.Correspondence[email protected]
View further author information
,
Federico TombariComputer Aided Medical Procedures, Technische Universität München, Munich, Germany.;DISI, University of Bologna, Bologna, Italy.ORCID Iconhttp://orcid.org/0000-0001-5598-5212View further author information
ORCID Icon,
Vasileios BelagiannisComputer Aided Medical Procedures, Technische Universität München, Munich, Germany.;Department of Engineering Science, University of Oxford, Oxford, UK.ORCID Iconhttp://orcid.org/0000-0003-0960-8453View further author information
ORCID Icon,
Anna Mira LoeschDepartment of Neurology, Ludwig-Maximilians-University of Munich, Munich, Germany.View further author information
,
Soheyl NoachtarDepartment of Neurology, Ludwig-Maximilians-University of Munich, Munich, Germany.View further author information
&
Nassir NavabComputer Aided Medical Procedures, Technische Universität München, Munich, Germany.;Computer Aided Medical Procedures, Johns Hopkins University, Baltimore, USA.View further author information
Pages 264-269 | Received 24 Nov 2015, Accepted 07 Jan 2016, Published online: 13 Jul 2016

Citations (34)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (3)

Kauê Reis dos Santos, Miguel Angelo de Abreu de Sousa, Sara Dereste dos Santos, Ricardo Pires & Sigride Thome-Souza. (2022) Differentiation between Epileptic and Psychogenic Nonepileptic Seizures in Electroencephalogram Using Wavelets and Support-Vector Machines. Applied Artificial Intelligence 36:1.
Read now
Amine Ben Slama, Hanene Sahli, Aymen Mouelhi, Jihene Marrakchi, Mounir Sayadi & Hedi Trabelsi. (2020) DBN-DNN: discrimination and classification of VNG sequence using deep neural network framework in the EMD domain. Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization 8:6, pages 681-690.
Read now
Hanene Sahli, Amine Ben Slama, Sami Bouzaiane, Jihene Marrakchi, Seif Boukriba & Mounir Sayadi. (2020) VNG technique for a convenient vestibular neuritis rating. Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization 8:5, pages 571-580.
Read now

Articles from other publishers (31)

Athar A. Ein Shoka, Mohamed M. Dessouky, Ayman El-Sayed & Ezz El-Din Hemdan. (2023) EEG seizure detection: concepts, techniques, challenges, and future trends. Multimedia Tools and Applications 82:27, pages 42021-42051.
Crossref
Yuanda Zhu & May D. Wang. (2023) Automated Seizure Detection using Transformer Models on Multi-Channel EEGs. Automated Seizure Detection using Transformer Models on Multi-Channel EEGs.
Vicente M. Garção, Mariana Abreu, Ana R. Peralta, Carla Bentes, Ana Fred & Hugo P. da Silva. (2023) A novel approach to automatic seizure detection using computer vision and independent component analysis. Epilepsia 64:9, pages 2472-2483.
Crossref
Mingai Li & Ziyue Zhang. (2023) Applying 3DCNN to Recognize the weighted Time- frequency Features by Phase Locking Value for Epilepsy Prediction. Applying 3DCNN to Recognize the weighted Time- frequency Features by Phase Locking Value for Epilepsy Prediction.
Pooria Sobhanian, Misagh Shafizad, Shaghayegh Karami, Fateme Mozaffari, Amirhossein Arab, Ghazal Razani, Paria Shafiekhani & Saeid Safari. (2022) Artificial Intelligence Applications in Clinical Neurosurgery. Precision Medicine and Clinical OMICS 2:1.
Crossref
Tamás Karácsony, Anna Mira Loesch-Biffar, Christian Vollmar, Jan Rémi, Soheyl Noachtar & João Paulo Silva Cunha. (2022) Novel 3D video action recognition deep learning approach for near real time epileptic seizure classification. Scientific Reports 12:1.
Crossref
Jen-Cheng Hou, Aileen McGonigal, Fabrice Bartolomei & Monique Thonnat. (2022) A Self-Supervised Pre-Training Framework for Vision-Based Seizure Classification. A Self-Supervised Pre-Training Framework for Vision-Based Seizure Classification.
Srikanth Cherukuvada & R Kayalvizhi. (2022) A Review on EEG based Epileptic Seizures Detection using Deep Learning Techniques. A Review on EEG based Epileptic Seizures Detection using Deep Learning Techniques.
Amal S. Abdulhussien, Ahmad T. AbdulSaddaa & Kamran Iqbal. (2022) Automatic seizure detection with different time delays using SDFT and time-domain feature extraction. The Journal of Biomedical Research 36:1, pages 48.
Crossref
Yixian Wu, Dinghan Hu, Tiejia Jiang, Feng Gao & Jiuwen Cao. 2022. Cognitive Systems and Information Processing. Cognitive Systems and Information Processing 495 510 .
Yaojia Zheng, Zhouwu Liu, Rong Mo, Ziyi Chen, Wei-shi Zheng & Ruixuan Wang. 2022. Medical Image Computing and Computer Assisted Intervention – MICCAI 2022. Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 193 203 .
Muhammad E. H. Chowdhury, Amith Khandakar, Khawla Alzoubi, Aisha Mohammed, Safaa Taha, Aya Omar, Khandaker R. Islam, Tawsifur Rahman, Md. Shafayet Hossain, Mohammad T. Islam & Mamun Bin Ibne Reaz. 2022. Biomedical Signals Based Computer-Aided Diagnosis for Neurological Disorders. Biomedical Signals Based Computer-Aided Diagnosis for Neurological Disorders 233 265 .
Amal Salman Abdulhussien, Ahmad T. AbdulSadda & Ali Al Farawn. (2021) New Automatic EEG Epileptic Seizure Detection Approach Using Sliding Discrete Fourier Transform and Machine Learning Techniques. New Automatic EEG Epileptic Seizure Detection Approach Using Sliding Discrete Fourier Transform and Machine Learning Techniques.
Yonghua Yang, Rani A. Sarkis, Rima El Atrache, Tobias Loddenkemper & Christian Meisel. (2021) Video-Based Detection of Generalized Tonic-Clonic Seizures Using Deep Learning. IEEE Journal of Biomedical and Health Informatics 25:8, pages 2997-3008.
Crossref
Tamas Karacsony, Anna Mira Loesch-Biffar, Christian Vollmar, Soheyl Noachtar & Joao Paulo Silva Cunha. (2021) DeepEpil: Towards an Epileptologist-Friendly AI Enabled Seizure Classification Cloud System based on Deep Learning Analysis of 3D videos. DeepEpil: Towards an Epileptologist-Friendly AI Enabled Seizure Classification Cloud System based on Deep Learning Analysis of 3D videos.
Md Mehedi Hasan, Md Ibrahim Ullah, He Feng, Md Tanvir Hasan, Bipro Gain & Shahrukh Khan. (2021) Convolutional Neural Network Based Smart System to aid an Epileptic Patient. Convolutional Neural Network Based Smart System to aid an Epileptic Patient.
M. Asjid Tanveer, Muhammad Jawad Khan, Hasan Sajid & Noman Naseer. (2021) Convolutional neural networks ensemble model for neonatal seizure detection. Journal of Neuroscience Methods 358, pages 109197.
Crossref
Afshin Shoeibi, Marjane Khodatars, Navid Ghassemi, Mahboobeh Jafari, Parisa Moridian, Roohallah Alizadehsani, Maryam Panahiazar, Fahime Khozeimeh, Assef Zare, Hossein Hosseini-Nejad, Abbas Khosravi, Amir F. Atiya, Diba Aminshahidi, Sadiq Hussain, Modjtaba Rouhani, Saeid Nahavandi & Udyavara Rajendra Acharya. (2021) Epileptic Seizures Detection Using Deep Learning Techniques: A Review. International Journal of Environmental Research and Public Health 18:11, pages 5780.
Crossref
Sani Saminu, Guizhi Xu, Zhang Shuai, Isselmou Abd El Kader, Adamu Halilu Jabire, Yusuf Kola Ahmed, Ibrahim Abdullahi Karaye & Isah Salim Ahmad. (2021) A Recent Investigation on Detection and Classification of Epileptic Seizure Techniques Using EEG Signal. Brain Sciences 11:5, pages 668.
Crossref
Ayesha Tooba Khan & Yusuf Uzzaman Khan. (2021) Time domain based seizure onset analysis of brain signatures in pediatric EEG. International Journal of Information Technology 13:2, pages 453-458.
Crossref
PradeepPankajakshan Nair, Rajeswari Aghoram & MadhuriLaxman Khilari. (2021) Applications of artificial intelligence in epilepsy. International Journal of Advanced Medical and Health Research 8:2, pages 41.
Crossref
Jiuwen Cao, Jiahua Zhu, Wenbin Hu & Anton Kummert. (2020) Epileptic Signal Classification With Deep EEG Features by Stacked CNNs. IEEE Transactions on Cognitive and Developmental Systems 12:4, pages 709-722.
Crossref
Peipei Gu, Ting Wu, Mingyang Zou, Yijie Pan, Jiayang Guo, Jianbing Xiahou, Xueping Peng, Hailong Li, Junxia Ma & Ling Zhang. (2020) Multi-Head Self-Attention Model for Classification of Temporal Lobe Epilepsy Subtypes. Frontiers in Physiology 11.
Crossref
Tamas Karacsony, Anna Mira Loesch-Biffar, Christian Vollmar, Soheyl Noachtar & Joao Paulo Silva Cunha. (2020) A Deep Learning Architecture for Epileptic Seizure Classification Based on Object and Action Recognition. A Deep Learning Architecture for Epileptic Seizure Classification Based on Object and Action Recognition.
Jiang Wu, Tengfei Zhou & Taiyong Li. (2020) Detecting Epileptic Seizures in EEG Signals with Complementary Ensemble Empirical Mode Decomposition and Extreme Gradient Boosting. Entropy 22:2, pages 140.
Crossref
Hidir Selcuk Nogay & Hojjat Adeli. (2020) Detection of Epileptic Seizure Using Pretrained Deep Convolutional Neural Network and Transfer Learning. European Neurology 83:6, pages 602-614.
Crossref
Raghu, Natarajan Sriraam, Yasin Temel, Shyam Vasudeva Rao & Pieter L Kubben. (2019) A convolutional neural network based framework for classification of seizure types. A convolutional neural network based framework for classification of seizure types.
Rui Zuo, Jing Wei, Xiaonan Li, Chunlin Li, Cui Zhao, Zhaohui Ren, Ying Liang, Xinling Geng, Chenxi Jiang, Xiaofeng Yang & Xu Zhang. (2019) Automated Detection of High-Frequency Oscillations in Epilepsy Based on a Convolutional Neural Network. Frontiers in Computational Neuroscience 13.
Crossref
Wenbin Hu, Jiuwen Cao, Xiaoping Lai & Junbiao Liu. (2019) Mean amplitude spectrum based epileptic state classification for seizure prediction using convolutional neural networks. Journal of Ambient Intelligence and Humanized Computing.
Crossref
Qi Yuan, Weidong Zhou, Fangzhou Xu, Yan Leng & Dongmei Wei. (2018) Epileptic EEG Identification via LBP Operators on Wavelet Coefficients. International Journal of Neural Systems 28:08, pages 1850010.
Crossref
David Ahmedt-Aristizabal, Clinton Fookes, Sasha Dionisio, Kien Nguyen, João Paulo S. Cunha & Sridha Sridharan. (2017) Automated analysis of seizure semiology and brain electrical activity in presurgery evaluation of epilepsy: A focused survey. Epilepsia 58:11, pages 1817-1831.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.