Biomedical Signal Processing and Control

Article	Citations
Speech emotion recognition with deep convolutional neural networks	306
Application of deep learning techniques for detection of COVID-19 cases using chest X-ray images: A comprehensive study	266
An IoT-based framework for early identification and monitoring of COVID-19 cases	190
Deep learning for motor imagery EEG-based classification: A review	188
A fully automated deep learning-based network for detecting COVID-19 from a new and large lung CT scan dataset	174
Automated Atrial Fibrillation Detection using a Hybrid CNN-LSTM Network on Imbalanced ECG Datasets	165
A review of machine learning techniques in photoplethysmography for the non-invasive cuff-less measurement of blood pressure	146
Endoscope image mosaic based on pyramid ORB	128
Breast mass segmentation in ultrasound with selective kernel U-Net convolutional neural network	125
Deep learning architecture based on segmented fundus image features for classification of diabetic retinopathy	119
Intra- and inter-epoch temporal context network (IITNet) using sub-epoch features for automatic sleep scoring on raw single-channel EEG	119
An image quality enhancement scheme employing adolescent identity search algorithm in the NSST domain for multimodal medical image fusion	116
Automated emotion recognition based on higher order statistics and deep learning algorithm	116
An improved method for soft tissue modeling	114
Fusion of convolution neural network, support vector machine and Sobel filter for accurate detection of COVID-19 patients using X-ray images	113
EEG-based emotion recognition using simple recurrent units network and ensemble learning	111
A review on medical image denoising algorithms	110
Diagnosis of Alzheimer's disease using universum support vector machine based recursive feature elimination (USVM-RFE)	107
A deep learning based approach for automatic detection of COVID-19 cases using chest X-ray images	106
Iterative reconstruction of low-dose CT based on differential sparse	105
ECG arrhythmia classification by using a recurrence plot and convolutional neural network	104
Surface EMG signal classification using ternary pattern and discrete wavelet transform based feature extraction for hand movement recognition	104
A review of the key technologies for sEMG-based human-robot interaction systems	102
A lightweight CNN for Diabetic Retinopathy classification from fundus images	98
FPGA-based real-time epileptic seizure classification using Artificial Neural Network	90

MH-COVIDNet: Diagnosis of COVID-19 using deep neural networks and meta-heuristic-based feature selection on X-ray images	89
EEG-based mental workload estimation using deep BLSTM-LSTM network and evolutionary algorithm	88
A new transfer learning based approach to magnification dependent and independent classification of breast cancer in histopathological images	87
Automated breast cancer detection in digital mammograms: A moth flame optimization based ELM approach	86
DepHNN: A novel hybrid neural network for electroencephalogram (EEG)-based screening of depression	85
Automatic classification of breast cancer histopathological images based on deep feature fusion and enhanced routing	85
MFCC-based Recurrent Neural Network for automatic clinical depression recognition and assessment from speech	85
EEG-based emotion recognition using tunable Q wavelet transform and rotation forest ensemble classifier	85
Advances in Parkinson's Disease detection and assessment using voice and speech: A review of the articulatory and phonatory aspects	80
Deep learning models for cuffless blood pressure monitoring from PPG signals using attention mechanism	79
Real‑time COVID-19 diagnosis from X-Ray images using deep CNN and extreme learning machines stabilized by chimp optimization algorithm	78
Electroencephalography-based motor imagery classification using temporal convolutional network fusion	75
Early detection of Alzheimer’s disease from EEG signals using Hjorth parameters	74
Database for an emotion recognition system based on EEG signals and various computer games – GAMEEMO	72
Attention Res-UNet with Guided Decoder for semantic segmentation of brain tumors	71
Machine learning techniques for diagnosis of alzheimer disease, mild cognitive disorder, and other types of dementia	71
X-ray and CT-scan-based automated detection and classification of covid-19 using convolutional neural networks (CNN)	71
Detection of epileptic seizures on EEG signals using ANFIS classifier, autoencoders and fuzzy entropies	71
DCT & DWT based watermarking scheme for medical information security	70
Multi-class multi-label ophthalmological disease detection using transfer learning based convolutional neural network	68
Detection of apnea events from ECG segments using Fourier decomposition method	66
Towards effective classification of brain hemorrhagic and ischemic stroke using CNN	66
Automated diagnosis of breast cancer using multi-modal datasets: A deep convolution neural network based approach	65
A high-precision arrhythmia classification method based on dual fully connected neural network	65
Emotion recognition from EEG signals using empirical mode decomposition and second-order difference plot	64
Hybrid deep neural network using transfer learning for EEG motor imagery decoding	63
An efficient multi-scale CNN model with intrinsic feature integration for motor imagery EEG subject classification in brain-machine interfaces	63
A smart ontology-based IoT framework for remote patient monitoring	63
Seizures classification based on higher order statistics and deep neural network	61
Schizophrenia detection technique using multivariate iterative filtering and multichannel EEG signals	61
Review of challenges associated with the EEG artifact removal methods	61
An efficient dimensionality reduction method using filter-based feature selection and variational autoencoders on Parkinson's disease classification	60
EEG-based driving fatigue detection using multilevel feature extraction and iterative hybrid feature selection	60
A new automated CNN deep learning approach for identification of ECG congestive heart failure and arrhythmia using constant-Q non-stationary Gabor transform	60
Monitoring of heart rate, blood oxygen saturation, and blood pressure using a smartphone	60
A novel data augmentation based on Gabor filter and convolutional deep learning for improving the classification of COVID-19 chest X-Ray images	59
Energy efficient ECG classification with spiking neural network	59
Brain tumor prediction on MR images with semantic segmentation by using deep learning network and 3D imaging of tumor region	59
Multi-modal brain image fusion based on multi-level edge-preserving filtering	58
Deep learning based efficient epileptic seizure prediction with EEG channel optimization	58
Wearable sensors and machine learning in post-stroke rehabilitation assessment: A systematic review	56
Cardiac arrhythmia classification using tunable Q-wavelet transform based features and support vector machine classifier	56
Automatic diagnosis of glaucoma using two-dimensional Fourier-Bessel series expansion based empirical wavelet transform	56
Breast cancer: One-stage automated detection, segmentation, and classification of digital mammograms using UNet model based-semantic segmentation	56
Investigation on the effect of Womersley number, ECG and PPG features for cuff less blood pressure estimation using machine learning	56
EMG hand gesture classification using handcrafted and deep features	54
Alzheimer’s disease classification using pre-trained deep networks	54
Heart disease detection using deep learning methods from imbalanced ECG samples	54
hyOPTXg: OPTUNA hyper-parameter optimization framework for predicting cardiovascular disease using XGBoost	54
Automated detection of COVID-19 cough	54

Motor imagery EEG classification algorithm based on CNN-LSTM feature fusion network	53
Computer aided diagnosis system using deep convolutional neural networks for ADHD subtypes	53
Pose-guided matching based on deep learning for assessing quality of action on rehabilitation training	53
The algorithm of stereo vision and shape from shading based on endoscope imaging	53
Arrhythmia classification of LSTM autoencoder based on time series anomaly detection	53
An automatic subject specific channel selection method for enhancing motor imagery classification in EEG-BCI using correlation	52
Epileptic-seizure classification using phase-space representation of FBSE-EWT based EEG sub-band signals and ensemble learners	52
A robust deep learning approach for automatic classification of seizures against non-seizures	52
A fractional filter based efficient algorithm for retinal blood vessel segmentation	51
An efficient multi-thresholding based COVID-19 CT images segmentation approach using an improved equilibrium optimizer	51
Motor imagery classification in brain-machine interface with machine learning algorithms: Classical approach to multi-layer perceptron model	51
Hybrid models based on genetic algorithm and deep learning algorithms for nutritional Anemia disease classification	51
An Attention-based Bi-LSTM Method for Visual Object Classification via EEG	51
Coronavirus (COVID-19) detection from chest radiology images using convolutional neural networks	51
Exemplar pyramid deep feature extraction based cervical cancer image classification model using pap-smear images	50
EMG-driven hand model based on the classification of individual finger movements	50
LNCDS: A 2D-3D cascaded CNN approach for lung nodule classification, detection and segmentation	50
A novel approach based on Three-scale image decomposition and Marine predators algorithm for multi-modal medical image fusion	50
A novel electroencephalography based approach for Alzheimer’s disease and mild cognitive impairment detection	49
Evaluating five different adaptive decomposition methods for EEG signal seizure detection and classification	49
A single-channel EEG based automatic sleep stage classification method leveraging deep one-dimensional convolutional neural network and hidden Markov model	49
Automated blast cell detection for Acute Lymphoblastic Leukemia diagnosis	49
Automatic detection of abnormal EEG signals using wavelet feature extraction and gradient boosting decision tree	49
A review of machine learning in hypertension detection and blood pressure estimation based on clinical and physiological data	48
EEG based emotion detection using fourth order spectral moment and deep learning	48
A multiscale residual pyramid attention network for medical image fusion	48
EEG Signal denoising using hybrid approach of Variational Mode Decomposition and wavelets for depression	48
Deep hybrid architectures for binary classification of medical breast cancer images	47
Modeling and forecasting number of confirmed and death caused COVID-19 in IRAN: A comparison of time series forecasting methods	47
ResDO-UNet: A deep residual network for accurate retinal vessel segmentation from fundus images	47
An enhanced Predictive heterogeneous ensemble model for breast cancer prediction	47
Heart disease prediction using hyper parameter optimization (HPO) tuning	47
Schizophrenia recognition based on the phase space dynamic of EEG signals and graphical features	47
dResU-Net: 3D deep residual U-Net based brain tumor segmentation from multimodal MRI	46
Using DeepGCN to identify the autism spectrum disorder from multi-site resting-state data	46
Continuous estimation of upper limb joint angle from sEMG signals based on SCA-LSTM deep learning approach	46
Detection and classification of COVID-19 disease from X-ray images using convolutional neural networks and histogram of oriented gradients	46
Transformers in medical image segmentation: A review	46
Cross-wavelet assisted convolution neural network (AlexNet) approach for phonocardiogram signals classification	45
Arrhythmia classification algorithm based on multi-head self-attention mechanism	45
A New optimized sequential method for lung tumor diagnosis based on deep learning and converged search and rescue algorithm	45
sEMG-based continuous estimation of grasp movements by long-short term memory network	45
Diagnostic prediction of autism spectrum disorder using complex network measures in a machine learning framework	45
Breast cancer detection using an ensemble deep learning method	45
EEG signal classification of imagined speech based on Riemannian distance of correntropy spectral density	44
An empirical study of handcrafted and dense feature extraction techniques for lung and colon cancer classification from histopathological images	44
Stacking segment-based CNN with SVM for recognition of atrial fibrillation from single-lead ECG recordings	44
A Blood Pressure Prediction Method Based on Imaging Photoplethysmography in combination with Machine Learning	44
Combining Gabor energy with equilibrium optimizer algorithm for multi-modality medical image fusion	44
Region-to-boundary deep learning model with multi-scale feature fusion for medical image segmentation	44
Cuffless blood pressure estimation from PPG signals and its derivatives using deep learning models	44
A deep learning model using data augmentation for detection of architectural distortion in whole and patches of images	44
Automatic classification of apnea and normal subjects using new features extracted from HRV and ECG-derived respiration signals	43
Influence of music liking on EEG based emotion recognition	43
Classification and detection of COVID-19 X-Ray images based on DenseNet and VGG16 feature fusion	43
Deep learning for fast MR imaging: A review for learning reconstruction from incomplete k-space data	43
A novel dimensionality reduction approach for ECG signal via convolutional denoising autoencoder with LSTM	43
Breast tumors recognition based on edge feature extraction using support vector machine	43
Feature selection and dimensionality reduction: An extensive comparison in hand gesture classification by sEMG in eight channels armband approach	43
Remote estimation of pulse wave features related to arterial stiffness and blood pressure using a camera	42
A hybrid method for removal of power line interference and baseline wander in ECG signals using EMD and EWT	42
Detection of mild cognitive impairment and Alzheimer’s disease using dual-task gait assessments and machine learning	42
Computer-aided detection of breast cancer on the Wisconsin dataset: An artificial neural networks approach	42
A novel framework for prognostic factors identification of malignant mesothelioma through association rule mining	42
PulDi-COVID: Chronic obstructive pulmonary (lung) diseases with COVID-19 classification using ensemble deep convolutional neural network from chest X-ray images to minimize severity and mortality rate	41
Semantic segmentation of ECG waves using hybrid channel-mix convolutional and bidirectional LSTM	41
Improved image processing techniques for optic disc segmentation in retinal fundus images	41
Artificial intelligence-based approach for atrial fibrillation detection using normalised and short-duration time-frequency ECG	41
A systematic review on hybrid EEG/fNIRS in brain-computer interface	41
Automated skin lesion segmentation using attention-based deep convolutional neural network	41
New geometrically invariant multiple zero-watermarking algorithm for color medical images	41
A multi-type features fusion neural network for blood pressure prediction based on photoplethysmography	41
Breast mass classification with transfer learning based on scaling of deep representations	40
Eff2Net: An efficient channel attention-based convolutional neural network for skin disease classification	40
A multimodal emotion recognition method based on facial expressions and electroencephalography	40
A deep stacked random vector functional link network autoencoder for diagnosis of brain abnormalities and breast cancer	40
Machine-learning-based classification of the histological subtype of non-small-cell lung cancer using MRI texture analysis	40
A novel hybrid kernel function relevance vector machine for multi-task motor imagery EEG classification	39
Novel architecture with selected feature vector for effective classification of mitotic and non-mitotic cells in breast cancer histology images	38
Parkinson’s detection based on combined CNN and LSTM using enhanced speech signals with Variational mode decomposition	38

Dermoscopic skin lesion image segmentation based on Local Binary Pattern Clustering: Comparative study	38
Automated accurate schizophrenia detection system using Collatz pattern technique with EEG signals	38
Hilbert spectrum analysis for automatic detection and evaluation of Parkinson’s speech	38
Deep Convolutional Spiking Neural Network optimized with Arithmetic optimization algorithm for lung disease detection using chest X-ray images	38
Ensemble of kernel extreme learning machine based random forest classifiers for automatic heartbeat classification	38
Brain tumor classification using the fused features extracted from expanded tumor region	38
A deep learning study on osteosarcoma detection from histological images	38
Artificial neural network scheme to solve the nonlinear influenza disease model	37
A deep convolutional neural network for the detection of polyps in colonoscopy images	37
ECNet: An evolutionary convolutional network for automated glaucoma detection using fundus images	37
Brain tumor image segmentation via asymmetric/symmetric UNet based on two-pathway-residual blocks	37
Short-term prediction method of blood glucose based on temporal multi-head attention mechanism for diabetic patients	37
An EEG based real-time epilepsy seizure detection approach using discrete wavelet transform and machine learning methods	37
Assisted deep learning framework for multi-class skin lesion classification considering a binary classification support	37
Dense GAN and multi-layer attention based lesion segmentation method for COVID-19 CT images	37
Subject independent emotion recognition using EEG signals employing attention driven neural networks	37
High accuracy hybrid CNN classifiers for breast cancer detection using mammogram and ultrasound datasets	37
The minimal sampling frequency of the photoplethysmogram for accurate pulse rate variability parameters in healthy volunteers	36
CovXmlc: High performance COVID-19 detection on X-ray images using Multi-Model classification	36
Deep learning models-based CT-scan image classification for automated screening of COVID-19	36
Multi-modal data Alzheimer’s disease detection based on 3D convolution	36
GCAUNet: A group cross-channel attention residual UNet for slice based brain tumor segmentation	36
FFT-based deep feature learning method for EEG classification	36
Motor imagery EEG classification based on flexible analytic wavelet transform	35
Classification of White blood cell using Convolution Neural Network	35
Optic Cup segmentation from retinal fundus images using Glowworm Swarm Optimization for glaucoma detection	35
Epilepsy seizure detection using kurtosis based VMD’s parameters selection and bandwidth features	35
Efficient detection of myocardial infarction from single lead ECG signal	35
A retinal blood vessel segmentation based on improved D-MNet and pulse-coupled neural network	35
End-to-end sleep staging using convolutional neural network in raw single-channel EEG	35
COVID-19 disease identification from chest CT images using empirical wavelet transformation and transfer learning	35
Epilepsy prediction through optimized multidimensional sample entropy and Bi-LSTM	35
Semi-automated and interactive segmentation of contrast-enhancing masses on breast DCE-MRI using spatial fuzzy clustering	35
Fusion of EEG and EMG signals for classification of unilateral foot movements	34
Analysis and classification of heart rate using CatBoost feature ranking model	34
FBDM based time-frequency representation for sleep stages classification using EEG signals	34
Lung cancer diagnosis in CT images based on Alexnet optimized by modified Bowerbird optimization algorithm	34
A novel complex-valued convolutional neural network for medical image denoising	34
EEG-based emotion recognition in an immersive virtual reality environment: From local activity to brain network features	34
A comprehensive analysis of dermoscopy images for melanoma detection via deep CNN features	34
Malignant and nonmalignant classification of breast lesions in mammograms using convolutional neural networks	34
MLP-BP: A novel framework for cuffless blood pressure measurement with PPG and ECG signals based on MLP-Mixer neural networks	34
A novel multiscale convolutional neural network based age-related macular degeneration detection using OCT images	33
Temporal-spatial-frequency depth extraction of brain-computer interface based on mental tasks	33
A hybrid deep transfer learning-based approach for Parkinson's disease classification in surface electromyography signals	33
Optimization of VGG16 utilizing the Arithmetic Optimization Algorithm for early detection of Alzheimer’s disease	33
An impedance pneumography signal quality index: Design, assessment and application to respiratory rate monitoring	33
Towards accurate estimation of cuffless and continuous blood pressure using multi-order derivative and multivariate photoplethysmogram features	33
CNN-based bi-directional and directional long-short term memory network for determination of face mask	33
Time domain implementation of pediatric epileptic seizure detection system for enhancing the performance of detection and easy monitoring of pediatric patients	33
Medical image fusion using a modified shark smell optimization algorithm and hybrid wavelet-homomorphic filter	33
A framework for seizure detection using effective connectivity, graph theory, and multi-level modular network	33
A novel approach for brain tumour detection using deep learning based technique	32
Diabetic Retinopathy Grading by a Source-Free Transfer Learning Approach	32
Automatic detection of COVID-19 disease using U-Net architecture based fully convolutional network	32
A hybrid deep CNN-Cov-19-Res-Net Transfer learning architype for an enhanced Brain tumor Detection and Classification scheme in medical image processing	32
Motor imagery EEG signal classification using image processing technique over GoogLeNet deep learning algorithm for controlling the robot manipulator	32
Driver fatigue detection based on prefrontal EEG using multi-entropy measures and hybrid model	32
A novel ensemble local graph structure based feature extraction network for EEG signal analysis	32
Detection of haemorrhagic stroke in simulation and realistic 3-D human head phantom using microwave imaging	32
Hand gesture classification using time–frequency images and transfer learning based on CNN	32
AlzVNet: A volumetric convolutional neural network for multiclass classification of Alzheimer’s disease through multiple neuroimaging computational approaches	32
Automated classification of acute leukemia on a heterogeneous dataset using machine learning and deep learning techniques	32
Classification of epileptic seizures from electroencephalogram (EEG) data using bidirectional short-term memory (Bi-LSTM) network architecture	32
Lymph-vascular space invasion prediction in cervical cancer: Exploring radiomics and deep learning multilevel features of tumor and peritumor tissue on multiparametric MRI	32
Machine learning with ensemble stacking model for automated sleep staging using dual-channel EEG signal	32
Multi-modal medical image fusion framework using co-occurrence filter and local extrema in NSST domain	32
Deep learning for neurodegenerative disorder (2016 to 2022): A systematic review	31
Analysis of voice as an assisting tool for detection of Parkinson's disease and its subsequent clinical interpretation	31
Fast discrete curvelet transform and modified PSO based improved evolutionary extreme learning machine for breast cancer detection	31
Width-wise vessel bifurcation for improved retinal vessel segmentation	31
A hybrid DenseNet121-UNet model for brain tumor segmentation from MR Images	31
Removal of EOG artifacts and separation of different cerebral activity components from single channel EEG—An efficient approach combining SSA–ICA with wavelet thresholding for BCI applications	31
Automated segmentation and classifcation of retinal features for glaucoma diagnosis	30
Investigating the significance of color space for abnormality detection in wireless capsule endoscopy images	30
Adaptive morphology aided 2-pathway convolutional neural network for lung nodule classification	30
Class-driven content-based medical image retrieval using hash codes of deep features	30
Effective heart disease prediction using novel MLP-EBMDA approach	30
A classification method for EEG motor imagery signals based on parallel convolutional neural network	30
Towards non-invasive blood glucose measurement using machine learning: An all-purpose PPG system design	30
Automatic sleep stage classification: From classical machine learning methods to deep learning	30
Improving the segmentation of magnetic resonance brain images using the LSHADE optimization algorithm	30
An efficient classification framework for breast cancer using hyper parameter tuned Random Decision Forest Classifier and Bayesian Optimization	30
CNL-UNet: A novel lightweight deep learning architecture for multimodal biomedical image segmentation with false output suppression	30
Automated arrhythmia classification using depthwise separable convolutional neural network with focal loss	30
Deep learning based fall detection using smartwatches for healthcare applications	30
MD-Net: A multi-scale dense network for retinal vessel segmentation	30
Detection of sleep apnea using deep neural networks and single-lead ECG signals	29
Accurate segmentation of breast tumors using AE U-net with HDC model in ultrasound images	29
Prediction of cardiovascular diseases by integrating multi-modal features with machine learning methods	29
Force myography controlled multifunctional hand prosthesis for upper-limb amputees	29
Automatic segmentation of the cardiac MR images based on nested fully convolutional dense network with dilated convolution	29
Motion prediction for beating heart surgery with GRU	29
A new approach for automatic detection of focal EEG signals using wavelet packet decomposition and quad binary pattern method	29
Deep integrated pipeline of segmentation guided classification of breast cancer from ultrasound images	29