NDLI: SeizureNet: a model for robust detection of epileptic seizures based on convolutional neural network

Please wait, while we are loading the content...

Biosurface and Biotribology

CAAI Transactions on Intelligence Technology

CIRED - Open Access Proceedings Journal

Chinese Journal of Electronics

Cognitive Computation and Systems

Volume 3 (2021)

Volume 2 (2020)

Volume 2 (2020) : Issue 4, Dec

Volume 2 (2020) : Issue 3, Sep

Human video database for facial feature detection under spectacles with varying alertness levels: a baseline study

Predicting COVID-19 trends in Canada: a tale of four models

Recent advances in robot-assisted echography: combining perception, control and cognition

Research on control strategies for ankle rehabilitation using parallel mechanism

SeizureNet: a model for robust detection of epileptic seizures based on convolutional neural network

Unbiased converted measurement manoeuvering target tracking under maximum correntropy criterion

Volume 2 (2020) : Issue 2, Jun

Volume 2 (2020) : Issue 1, Mar

Volume 1 (2019)

Electronics Letters

Energy Conversion and Economics

Engineering & Technology

Engineering Biology

Healthcare Technology Letters

IET Circuits, Devices & Systems

IET Collaborative Intelligent Manufacturing

IET Communications

IET Computer Vision

IET Computers & Digital Techniques

IET Control Theory & Applications

IET Cyber-Physical Systems: Theory & Applications

IET Cyber-Systems and Robotics

IET Electric Power Applications

IET Electrical Systems in Transportation

IET Energy Systems Integration

IET Generation, Transmission & Distribution

IET Image Processing

IET Information Security

IET Intelligent Transport Systems

IET Microwaves, Antennas & Propagation

IET Nanobiotechnology

IET Nanodielectrics

IET Optoelectronics

IET Power Electronics

IET Quantum Communication

IET Radar, Sonar & Navigation

IET Renewable Power Generation

IET Science, Measurement & Technology

IET Signal Processing

IET Smart Cities

IET Systems Biology

IET Wireless Sensor Systems

Micro & Nano Letters

The Journal of Engineering

SeizureNet: a model for robust detection of epileptic seizures based on convolutional neural network

Content Provider	IET Digital Library
Author	Zhao, Wei Wang, Wenfeng
Abstract	Epilepsy is a neurological disorder and generally detected by electroencephalogram (EEG) signals. The manual inspection of epileptic seizures is a time-consuming and laborious process. Extensive automatic detection algorithms were proposed by using traditional approaches, which show good accuracy for several specific EEG classification problems but perform poorly in others. To address this issue, the authors present a novel model, named SeizureNet, for robust detection of epileptic seizures using EEG signals based on convolutional neural network. Firstly, they utilise two convolutional neural networks to extract time-invariant features from single-channel EEG signals. Then, a fully connected layer is employed to learn high-level features. Finally, these features are supplied to a softmax layer to classify. They evaluated the model on a benchmark database provided by the University of Bonn and adopted a ten-fold cross-validation approach. The proposed model has achieved the accuracy of 98.50–100.00% in classifying non-seizure and seizure, 97.00–99.00% in classifying healthy, inter-ictal and ictal, and 95.84% in classifying among five-class EEG states.
Starting Page	119
Ending Page	124
Page Count	6
Volume Number	2
e-ISSN	25177567
Issue Number	Issue 3, Sep (2020)
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/ccs/2/3
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/10.1049/ccs.2020.0011
Journal	Cognitive Computation and Systems
Publisher	Shenzhen University The Institution of Engineering and Technology
Publisher Date	2020-06-01
Access Restriction	Open
Rights License	Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/)
Subject Keyword	Benchmark Database Bioelectric Signal Biology And Medical Computing Convolutional Neural Nets Convolutional Neural Network Digital Signal Processing EEG Classification Problem Electrical Activity in Neurophysiological Processes Electrodiagnostics And Other Electrical Measurement Technique Electroencephalogram Signal Electroencephalography Epileptic Seizures Extensive Automatic Detection Algorithm Feature Extraction High-level Feature Medical Disorders Medical Signal Detection Medical Signal Processing Neural Computing Technique Neurological Disorder Neurophysiology Nonseizure Classification Robust Detection SeizureNet Signal Classification Signal Detection Single-channel EEG Signal Softmax Layer Ten-fold Cross-validation Approach Time-invariant Feature Extraction
Content Type	Text
Resource Type	Article

Central Library (ISO-9001:2015 Certified)
Indian Institute of Technology Kharagpur
Kharagpur, West Bengal, India | PIN - 721302

See location in the Map
03222 282435
Mail: support@ndl.gov.in

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in