Wink based facial expression classification using machine learning approach

QR Code

Wink based facial expression classification using machine learning approach

Facial expression may establish communication between physically disabled people and assistive devices. Different types of facial expression including eye wink, smile, eye blink, looking up and looking down can be extracted from the brain signal. In this study, the possibility of controlling assisti...

Full description

Bibliographic Details
Main Authors:	Rashid, Mamunur, Norizam, Sulaiman, Mahfuzah, Mustafa, Bari, Bifta Sama, Sadeque, Md Golam, Hasan, Md Jahid
Format:	Article
Language:	English
Published:	Springer Nature 2020
Subjects:	TK Electrical engineering. Electronics Nuclear engineering
Online Access:	http://umpir.ump.edu.my/id/eprint/27513/ http://umpir.ump.edu.my/id/eprint/27513/1/Wink%20based%20facial%20expression%20classification1.pdf

Similar Items

The classification of EEG signal processing using different machine learning techniques for BCI application
by: Rashid, Mamunur, et al.
Published: (2019)

Recent Trends and Open Challenges in EEG based Brain-Computer Interface Systems
by: Rashid, Mamunur, et al.
Published: (2019)

Cardiotocogram Data Classification using Random Forest based Machine Learning Algorithm
by: Molla, M. M. Imran, et al.
Published: (2020)

Five-Class SSVEP Response Detection using Common Spatial Pattern (CSP)-SVM Approach
by: Rashid, Mamunur, et al.
Published: (2020)

The classification of EEG-based wink signals: A CWT-Transfer Learning pipeline
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2021)

Auditory Evoked Potentials (AEPs) Response Classification: A Fast Fourier Transform (FFT) and Support Vector Machine (SVM) Approach
by: Islam, Md Nahidul, et al.
Published: (2022)

The Classification of Wink-Based EEG Signals: The Identification of Significant Time-Domain Features
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2021)

Electrocorticography based motor imagery movements classification using long short-term memory (LSTM) based on deep learning approach
by: Rashid, Mamunur, et al.
Published: (2020)

The classification of EEG-based winking signals: a transfer learning and random forest pipeline
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2021)

Empirical Mode Decomposition Coupled with Fast Fourier Transform based Feature Extraction Method for Motor Imagery Tasks Classification
by: Islam, Md Nahidul, et al.
Published: (2020)

The Classiﬁcation of Electrooculogram (EOG) through the application of Linear Discriminant Analysis (LDA) of selected time-domain signals
by: Farhan Anis, Azhar, et al.
Published: (2022)

The classification of Electrooculogram (EOG) through the application of Linear Discriminant Analysis (LDA) of selected time-domain signals
by: Farhan Anis, Azhar, et al.
Published: (2022)

A hybrid environment control system combining EMG and SSVEP signal based on brain-computer interface technology
by: Rashid, Mamunur, et al.
Published: (2021)

An evaluation of different fast fourier transform - transfer learning pipelines for the classification of wink-based EEG signals
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2020)

A hybrid scheme for AEP based hearing deficiency diagnosis: CWT and convoluted k-nearest neighbour (CKNN) pipeline
by: Islam, Md Nahidul, et al.
Published: (2022)

Auditory Evoked Potential (AEP) Based Brain-Computer Interface (BCI) Technology: A Short Review
by: Islam, Md Nahidul, et al.
Published: (2021)

Hearing disorder detection using auditory evoked potential (AEP) signals
by: Islam, Md Nahidul, et al.
Published: (2020)

The Classification of Wink-Based EEG Signals: The identification on efficiency of transfer learning models by means of kNN classifier
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2021)

Flat Price Prediction using Linear and Random Forest Regression based on Machine Learning Techniques
by: Jui, Julakha Jahan, et al.
Published: (2020)

Investigating the Possibility of Brain Actuated Mobile Robot through Single Channel EEG Headset
by: Rashid, Mamunur, et al.
Published: (2019)

Analysis of EEG features for brain computer interface application
by: Rashid, Mamunur, et al.
Published: (2019)

Classification of transient facial wrinkle
by: Rosdiyana, Samad, et al.
Published: (2019)

Facial expression classification
by: Chong, Y.F
Published: (2010)

The classification of motor imagery response: an accuracy enhancement through the ensemble of random subspace k-NN
by: Rashid, Mamunur, et al.
Published: (2021)

A comprehensive review of crop yield prediction using machine learning approaches with special emphasis on palm oil yield prediction
by: Rashid, Mamunur, et al.
Published: (2021)

The classification of wink-based eeg signals by means of transfer learning models
by: Jothi Letchumy, Mahendra Kumar
Published: (2021)

Classification of EEG Spectrogram Using ANN for IQ Application
by: Mahfuzah, Mustafa, et al.
Published: (2013)

Analysis of auditory evoked potential signals using wavelet transform and deep learning techniques
by: Islam, Md Nahidul, et al.
Published: (2020)

Adaptive Classification of Occluded Facial Expressions of Affective States
by: Vice, Jordan, et al.
Published: (2022)

Rice disease identiﬁcation through leaf image and iot based smart rice fieldmonitoring system
by: Islam, Md Nahidul, et al.
Published: (2022)

Rice disease identification through leaf image and IoT based smart rice field monitoring system
by: Islam, Md Nahidul, et al.
Published: (2022)

Feature extraction and classification stage on facial expression : A review
by: Shidiq, Muchamad Bachram, et al.
Published: (2022)

Diagnosis of hearing impairment based on wavelet transformation and machine learning approach
by: Islam, Md. Nahidul, et al.
Published: (2022)

Facial Expression Classification In E-Learning Systems
by: Loh, May Ping
Published: (2007)

Classification of facial part movement acquired from Kinect V1 and Kinect V2
by: Sheng, Guang Heng, et al.
Published: (2021)

Multimodal hybrid deep learning approach to detect tomato leaf disease using attention based dilated convolution feature extractor with logistic regression classiﬁcation
by: Islam, Md Shofiqul, et al.
Published: (2022)

Surface Normals with Modular Approach and Weighted Voting Scheme in 3D Facial Expression Classification
by: Hamimah, Ujir, et al.
Published: (2014)

Analysis of EEG Features to Control Multiple Devices
by: Rashid, Mamunur, et al.
Published: (2018)

An intelligent system for hearing disorder detection using auditory evoked potential (AEP) signals
by: Islam, Md Nahidul, et al.
Published: (2021)

Investigation of time-domain and frequency-domain based features to classify the EEG auditory evoked potentials (AEPs) responses
by: Islam, Md Nahidul, et al.
Published: (2022)