Biomedical Signal Processing and Control

Article	Citations
Speech emotion recognition with deep convolutional neural networks	311
Application of deep learning techniques for detection of COVID-19 cases using chest X-ray images: A comprehensive study	271
Deep learning for motor imagery EEG-based classification: A review	197
An IoT-based framework for early identification and monitoring of COVID-19 cases	191
A fully automated deep learning-based network for detecting COVID-19 from a new and large lung CT scan dataset	177
Automated Atrial Fibrillation Detection using a Hybrid CNN-LSTM Network on Imbalanced ECG Datasets	174
Endoscope image mosaic based on pyramid ORB	129
Breast mass segmentation in ultrasound with selective kernel U-Net convolutional neural network	129
Deep learning architecture based on segmented fundus image features for classification of diabetic retinopathy	124
Intra- and inter-epoch temporal context network (IITNet) using sub-epoch features for automatic sleep scoring on raw single-channel EEG	123
A review on medical image denoising algorithms	117
An image quality enhancement scheme employing adolescent identity search algorithm in the NSST domain for multimodal medical image fusion	117
An improved method for soft tissue modeling	116
Fusion of convolution neural network, support vector machine and Sobel filter for accurate detection of COVID-19 patients using X-ray images	115
Diagnosis of Alzheimer's disease using universum support vector machine based recursive feature elimination (USVM-RFE)	112
A deep learning based approach for automatic detection of COVID-19 cases using chest X-ray images	110
A review of the key technologies for sEMG-based human-robot interaction systems	108
Iterative reconstruction of low-dose CT based on differential sparse	107
ECG arrhythmia classification by using a recurrence plot and convolutional neural network	106
A lightweight CNN for Diabetic Retinopathy classification from fundus images	100
EEG-based mental workload estimation using deep BLSTM-LSTM network and evolutionary algorithm	93
DepHNN: A novel hybrid neural network for electroencephalogram (EEG)-based screening of depression	91
FPGA-based real-time epileptic seizure classification using Artificial Neural Network	91
Automatic classification of breast cancer histopathological images based on deep feature fusion and enhanced routing	90
MFCC-based Recurrent Neural Network for automatic clinical depression recognition and assessment from speech	90

MH-COVIDNet: Diagnosis of COVID-19 using deep neural networks and meta-heuristic-based feature selection on X-ray images	89
A new transfer learning based approach to magnification dependent and independent classification of breast cancer in histopathological images	89
Automated breast cancer detection in digital mammograms: A moth flame optimization based ELM approach	88
EEG-based emotion recognition using tunable Q wavelet transform and rotation forest ensemble classifier	88
Advances in Parkinson's Disease detection and assessment using voice and speech: A review of the articulatory and phonatory aspects	84
Deep learning models for cuffless blood pressure monitoring from PPG signals using attention mechanism	81
Attention Res-UNet with Guided Decoder for semantic segmentation of brain tumors	79
Real‑time COVID-19 diagnosis from X-Ray images using deep CNN and extreme learning machines stabilized by chimp optimization algorithm	79
Database for an emotion recognition system based on EEG signals and various computer games – GAMEEMO	78
Electroencephalography-based motor imagery classification using temporal convolutional network fusion	78
Early detection of Alzheimer’s disease from EEG signals using Hjorth parameters	77
Machine learning techniques for diagnosis of alzheimer disease, mild cognitive disorder, and other types of dementia	75
X-ray and CT-scan-based automated detection and classification of covid-19 using convolutional neural networks (CNN)	71
Multi-class multi-label ophthalmological disease detection using transfer learning based convolutional neural network	71
Detection of epileptic seizures on EEG signals using ANFIS classifier, autoencoders and fuzzy entropies	71
Towards effective classification of brain hemorrhagic and ischemic stroke using CNN	70
DCT & DWT based watermarking scheme for medical information security	70
Detection of apnea events from ECG segments using Fourier decomposition method	69
Emotion recognition from EEG signals using empirical mode decomposition and second-order difference plot	69
Automated diagnosis of breast cancer using multi-modal datasets: A deep convolution neural network based approach	69
An efficient multi-scale CNN model with intrinsic feature integration for motor imagery EEG subject classification in brain-machine interfaces	67
Deep learning based efficient epileptic seizure prediction with EEG channel optimization	65
A smart ontology-based IoT framework for remote patient monitoring	65
Hybrid deep neural network using transfer learning for EEG motor imagery decoding	64
Review of challenges associated with the EEG artifact removal methods	64
Energy efficient ECG classification with spiking neural network	64
EEG-based driving fatigue detection using multilevel feature extraction and iterative hybrid feature selection	63
Monitoring of heart rate, blood oxygen saturation, and blood pressure using a smartphone	63
Schizophrenia detection technique using multivariate iterative filtering and multichannel EEG signals	63
A new automated CNN deep learning approach for identification of ECG congestive heart failure and arrhythmia using constant-Q non-stationary Gabor transform	62
Multi-modal brain image fusion based on multi-level edge-preserving filtering	62
Seizures classification based on higher order statistics and deep neural network	61
Brain tumor prediction on MR images with semantic segmentation by using deep learning network and 3D imaging of tumor region	61
An efficient dimensionality reduction method using filter-based feature selection and variational autoencoders on Parkinson's disease classification	60
A novel data augmentation based on Gabor filter and convolutional deep learning for improving the classification of COVID-19 chest X-Ray images	60
Breast cancer: One-stage automated detection, segmentation, and classification of digital mammograms using UNet model based-semantic segmentation	60
hyOPTXg: OPTUNA hyper-parameter optimization framework for predicting cardiovascular disease using XGBoost	59
Alzheimer’s disease classification using pre-trained deep networks	59
Wearable sensors and machine learning in post-stroke rehabilitation assessment: A systematic review	58
Cardiac arrhythmia classification using tunable Q-wavelet transform based features and support vector machine classifier	58
Pose-guided matching based on deep learning for assessing quality of action on rehabilitation training	58
Investigation on the effect of Womersley number, ECG and PPG features for cuff less blood pressure estimation using machine learning	57
Automatic diagnosis of glaucoma using two-dimensional Fourier-Bessel series expansion based empirical wavelet transform	57
Arrhythmia classification of LSTM autoencoder based on time series anomaly detection	56
The algorithm of stereo vision and shape from shading based on endoscope imaging	56
Computer aided diagnosis system using deep convolutional neural networks for ADHD subtypes	56
Motor imagery EEG classification algorithm based on CNN-LSTM feature fusion network	56
Transformers in medical image segmentation: A review	56
Hybrid models based on genetic algorithm and deep learning algorithms for nutritional Anemia disease classification	55
Automated detection of COVID-19 cough	55

An Attention-based Bi-LSTM Method for Visual Object Classification via EEG	55
Automated blast cell detection for Acute Lymphoblastic Leukemia diagnosis	54
EMG hand gesture classification using handcrafted and deep features	54
Coronavirus (COVID-19) detection from chest radiology images using convolutional neural networks	54
Heart disease detection using deep learning methods from imbalanced ECG samples	54
Exemplar pyramid deep feature extraction based cervical cancer image classification model using pap-smear images	53
A robust deep learning approach for automatic classification of seizures against non-seizures	53
LNCDS: A 2D-3D cascaded CNN approach for lung nodule classification, detection and segmentation	53
A single-channel EEG based automatic sleep stage classification method leveraging deep one-dimensional convolutional neural network and hidden Markov model	53
An automatic subject specific channel selection method for enhancing motor imagery classification in EEG-BCI using correlation	53
Epileptic-seizure classification using phase-space representation of FBSE-EWT based EEG sub-band signals and ensemble learners	52
dResU-Net: 3D deep residual U-Net based brain tumor segmentation from multimodal MRI	52
An efficient multi-thresholding based COVID-19 CT images segmentation approach using an improved equilibrium optimizer	52
A fractional filter based efficient algorithm for retinal blood vessel segmentation	52
Motor imagery classification in brain-machine interface with machine learning algorithms: Classical approach to multi-layer perceptron model	52
Evaluating five different adaptive decomposition methods for EEG signal seizure detection and classification	51
Using DeepGCN to identify the autism spectrum disorder from multi-site resting-state data	51
EEG based emotion detection using fourth order spectral moment and deep learning	51
ResDO-UNet: A deep residual network for accurate retinal vessel segmentation from fundus images	51
EEG Signal denoising using hybrid approach of Variational Mode Decomposition and wavelets for depression	51
A review of machine learning in hypertension detection and blood pressure estimation based on clinical and physiological data	50
Automatic detection of abnormal EEG signals using wavelet feature extraction and gradient boosting decision tree	50
An empirical study of handcrafted and dense feature extraction techniques for lung and colon cancer classification from histopathological images	50
A novel approach based on Three-scale image decomposition and Marine predators algorithm for multi-modal medical image fusion	50
A multiscale residual pyramid attention network for medical image fusion	50
An enhanced Predictive heterogeneous ensemble model for breast cancer prediction	50
Detection and classification of COVID-19 disease from X-ray images using convolutional neural networks and histogram of oriented gradients	49
A novel electroencephalography based approach for Alzheimer’s disease and mild cognitive impairment detection	49
Diagnostic prediction of autism spectrum disorder using complex network measures in a machine learning framework	49
Heart disease prediction using hyper parameter optimization (HPO) tuning	49
Deep hybrid architectures for binary classification of medical breast cancer images	49
Arrhythmia classification algorithm based on multi-head self-attention mechanism	48
EEG signal classification of imagined speech based on Riemannian distance of correntropy spectral density	48
Schizophrenia recognition based on the phase space dynamic of EEG signals and graphical features	48
sEMG-based continuous estimation of grasp movements by long-short term memory network	48
Modeling and forecasting number of confirmed and death caused COVID-19 in IRAN: A comparison of time series forecasting methods	48
Cross-wavelet assisted convolution neural network (AlexNet) approach for phonocardiogram signals classification	47
Breast cancer detection using an ensemble deep learning method	47
Computer-aided detection of breast cancer on the Wisconsin dataset: An artificial neural networks approach	47
Continuous estimation of upper limb joint angle from sEMG signals based on SCA-LSTM deep learning approach	47
A deep learning model using data augmentation for detection of architectural distortion in whole and patches of images	46
Feature selection and dimensionality reduction: An extensive comparison in hand gesture classification by sEMG in eight channels armband approach	46
Cuffless blood pressure estimation from PPG signals and its derivatives using deep learning models	46
Combining Gabor energy with equilibrium optimizer algorithm for multi-modality medical image fusion	45
Region-to-boundary deep learning model with multi-scale feature fusion for medical image segmentation	45
A novel dimensionality reduction approach for ECG signal via convolutional denoising autoencoder with LSTM	45
Classification and detection of COVID-19 X-Ray images based on DenseNet and VGG16 feature fusion	45
Deep learning for fast MR imaging: A review for learning reconstruction from incomplete k-space data	45
Automatic classification of apnea and normal subjects using new features extracted from HRV and ECG-derived respiration signals	45
A New optimized sequential method for lung tumor diagnosis based on deep learning and converged search and rescue algorithm	45
A Blood Pressure Prediction Method Based on Imaging Photoplethysmography in combination with Machine Learning	44
Influence of music liking on EEG based emotion recognition	44
Stacking segment-based CNN with SVM for recognition of atrial fibrillation from single-lead ECG recordings	44
A systematic review on hybrid EEG/fNIRS in brain-computer interface	44
Detection of mild cognitive impairment and Alzheimer’s disease using dual-task gait assessments and machine learning	43
Eff2Net: An efficient channel attention-based convolutional neural network for skin disease classification	43
Remote estimation of pulse wave features related to arterial stiffness and blood pressure using a camera	43
A multimodal emotion recognition method based on facial expressions and electroencephalography	43
Automated skin lesion segmentation using attention-based deep convolutional neural network	43
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	42
Breast mass classification with transfer learning based on scaling of deep representations	42
A hybrid method for removal of power line interference and baseline wander in ECG signals using EMD and EWT	42
Artificial intelligence-based approach for atrial fibrillation detection using normalised and short-duration time-frequency ECG	42
A multi-type features fusion neural network for blood pressure prediction based on photoplethysmography	42
Semantic segmentation of ECG waves using hybrid channel-mix convolutional and bidirectional LSTM	42
A novel framework for prognostic factors identification of malignant mesothelioma through association rule mining	42
Subject independent emotion recognition using EEG signals employing attention driven neural networks	41
Machine-learning-based classification of the histological subtype of non-small-cell lung cancer using MRI texture analysis	41
New geometrically invariant multiple zero-watermarking algorithm for color medical images	41
Deep Convolutional Spiking Neural Network optimized with Arithmetic optimization algorithm for lung disease detection using chest X-ray images	41
Ensemble of kernel extreme learning machine based random forest classifiers for automatic heartbeat classification	41
Deep learning models-based CT-scan image classification for automated screening of COVID-19	40
MLP-BP: A novel framework for cuffless blood pressure measurement with PPG and ECG signals based on MLP-Mixer neural networks	40
Parkinson’s detection based on combined CNN and LSTM using enhanced speech signals with Variational mode decomposition	40
A deep learning study on osteosarcoma detection from histological images	40
Dermoscopic skin lesion image segmentation based on Local Binary Pattern Clustering: Comparative study	40
A novel hybrid kernel function relevance vector machine for multi-task motor imagery EEG classification	40
Automated accurate schizophrenia detection system using Collatz pattern technique with EEG signals	39
Brain tumor classification using the fused features extracted from expanded tumor region	39
High accuracy hybrid CNN classifiers for breast cancer detection using mammogram and ultrasound datasets	39

Hilbert spectrum analysis for automatic detection and evaluation of Parkinson’s speech	39
A comprehensive analysis of dermoscopy images for melanoma detection via deep CNN features	39
Analysis and classification of heart rate using CatBoost feature ranking model	39
Brain tumor image segmentation via asymmetric/symmetric UNet based on two-pathway-residual blocks	39
Novel architecture with selected feature vector for effective classification of mitotic and non-mitotic cells in breast cancer histology images	38
An EEG based real-time epilepsy seizure detection approach using discrete wavelet transform and machine learning methods	38
Assisted deep learning framework for multi-class skin lesion classification considering a binary classification support	38
Motor imagery EEG classification based on flexible analytic wavelet transform	38
Malignant and nonmalignant classification of breast lesions in mammograms using convolutional neural networks	38
EEG-based emotion recognition in an immersive virtual reality environment: From local activity to brain network features	38
COVID-19 disease identification from chest CT images using empirical wavelet transformation and transfer learning	38
ECNet: An evolutionary convolutional network for automated glaucoma detection using fundus images	38
GCAUNet: A group cross-channel attention residual UNet for slice based brain tumor segmentation	37
Artificial neural network scheme to solve the nonlinear influenza disease model	37
End-to-end sleep staging using convolutional neural network in raw single-channel EEG	37
A deep convolutional neural network for the detection of polyps in colonoscopy images	37
CovXmlc: High performance COVID-19 detection on X-ray images using Multi-Model classification	37
Short-term prediction method of blood glucose based on temporal multi-head attention mechanism for diabetic patients	37
Semi-automated and interactive segmentation of contrast-enhancing masses on breast DCE-MRI using spatial fuzzy clustering	37
Dense GAN and multi-layer attention based lesion segmentation method for COVID-19 CT images	37
The minimal sampling frequency of the photoplethysmogram for accurate pulse rate variability parameters in healthy volunteers	36
Optic Cup segmentation from retinal fundus images using Glowworm Swarm Optimization for glaucoma detection	36
Multi-modal data Alzheimer’s disease detection based on 3D convolution	36
A retinal blood vessel segmentation based on improved D-MNet and pulse-coupled neural network	36
Automated classification of acute leukemia on a heterogeneous dataset using machine learning and deep learning techniques	36
FFT-based deep feature learning method for EEG classification	36
Deep learning for neurodegenerative disorder (2016 to 2022): A systematic review	35
Driver fatigue detection based on prefrontal EEG using multi-entropy measures and hybrid model	35
Classification of White blood cell using Convolution Neural Network	35
A hybrid deep CNN-Cov-19-Res-Net Transfer learning architype for an enhanced Brain tumor Detection and Classification scheme in medical image processing	35
A novel approach for brain tumour detection using deep learning based technique	35
Epilepsy seizure detection using kurtosis based VMD’s parameters selection and bandwidth features	35
Epilepsy prediction through optimized multidimensional sample entropy and Bi-LSTM	35
AlzVNet: A volumetric convolutional neural network for multiclass classification of Alzheimer’s disease through multiple neuroimaging computational approaches	35
Fusion of EEG and EMG signals for classification of unilateral foot movements	35
Optimization of VGG16 utilizing the Arithmetic Optimization Algorithm for early detection of Alzheimer’s disease	35
Efficient detection of myocardial infarction from single lead ECG signal	35
Lung cancer diagnosis in CT images based on Alexnet optimized by modified Bowerbird optimization algorithm	35
Multi-modal medical image fusion framework using co-occurrence filter and local extrema in NSST domain	35
An impedance pneumography signal quality index: Design, assessment and application to respiratory rate monitoring	34
FBDM based time-frequency representation for sleep stages classification using EEG signals	34
Hand gesture classification using time–frequency images and transfer learning based on CNN	34
A novel multiscale convolutional neural network based age-related macular degeneration detection using OCT images	34
Diabetic Retinopathy Grading by a Source-Free Transfer Learning Approach	34
CNN-based bi-directional and directional long-short term memory network for determination of face mask	34
Machine learning with ensemble stacking model for automated sleep staging using dual-channel EEG signal	34
Medical image fusion using a modified shark smell optimization algorithm and hybrid wavelet-homomorphic filter	34
A hybrid deep transfer learning-based approach for Parkinson's disease classification in surface electromyography signals	34
A novel complex-valued convolutional neural network for medical image denoising	34
Motor imagery EEG signal classification using image processing technique over GoogLeNet deep learning algorithm for controlling the robot manipulator	33
Heart sound classification based on log Mel-frequency spectral coefficients features and convolutional neural networks	33
Automatic detection of COVID-19 disease using U-Net architecture based fully convolutional network	33
Towards accurate estimation of cuffless and continuous blood pressure using multi-order derivative and multivariate photoplethysmogram features	33
Time domain implementation of pediatric epileptic seizure detection system for enhancing the performance of detection and easy monitoring of pediatric patients	33
Human knee abnormality detection from imbalanced sEMG data	33
Classification of epileptic seizures from electroencephalogram (EEG) data using bidirectional short-term memory (Bi-LSTM) network architecture	33
Segmentation of leukocyte by semantic segmentation model: A deep learning approach	33
A hybrid DenseNet121-UNet model for brain tumor segmentation from MR Images	33
Detection of haemorrhagic stroke in simulation and realistic 3-D human head phantom using microwave imaging	33
A framework for seizure detection using effective connectivity, graph theory, and multi-level modular network	33
Multi-class classification of brain tumor types from MR images using EfficientNets	32
Towards non-invasive blood glucose measurement using machine learning: An all-purpose PPG system design	32
Deep learning based fall detection using smartwatches for healthcare applications	32
Fast discrete curvelet transform and modified PSO based improved evolutionary extreme learning machine for breast cancer detection	32
A deep learning based four-fold approach to classify brain MRI: BTSCNet	32
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	32
Deep feature extraction method based on ensemble of convolutional auto encoders: Application to Alzheimer’s disease diagnosis	32
A novel ensemble local graph structure based feature extraction network for EEG signal analysis	32
Automated arrhythmia classification using depthwise separable convolutional neural network with focal loss	32
Improving the segmentation of magnetic resonance brain images using the LSHADE optimization algorithm	31
Automated segmentation and classifcation of retinal features for glaucoma diagnosis	31
Prediction of cardiovascular diseases by integrating multi-modal features with machine learning methods	31
Width-wise vessel bifurcation for improved retinal vessel segmentation	31
Effective heart disease prediction using novel MLP-EBMDA approach	31
Motion prediction for beating heart surgery with GRU	31
Investigating the significance of color space for abnormality detection in wireless capsule endoscopy images	31
Multi-label ocular disease classification with a dense correlation deep neural network	31
Analysis of voice as an assisting tool for detection of Parkinson's disease and its subsequent clinical interpretation	31
Adaptive morphology aided 2-pathway convolutional neural network for lung nodule classification	31
A fast and yet efficient YOLOv3 for blood cell detection	30
Continuous angular position estimation of human ankle during unconstrained locomotion	30
Capsule neural networks on spatio-temporal EEG frames for cross-subject emotion recognition	30
A classification method for EEG motor imagery signals based on parallel convolutional neural network	30
Gesture recognition using dual-stream CNN based on fusion of sEMG energy kernel phase portrait and IMU amplitude image	30
Deep generative model with domain adversarial training for predicting arterial blood pressure waveform from photoplethysmogram signal	30
Analysis of epileptic seizures based on EEG using recurrence plot images and deep learning	30
MD-Net: A multi-scale dense network for retinal vessel segmentation	30
A new approach for automatic detection of focal EEG signals using wavelet packet decomposition and quad binary pattern method	30
Automatic segmentation of the cardiac MR images based on nested fully convolutional dense network with dilated convolution	30
CNL-UNet: A novel lightweight deep learning architecture for multimodal biomedical image segmentation with false output suppression	30
Automatic sleep stage classification: From classical machine learning methods to deep learning	30
Feature subset and time segment selection for the classification of EEG data based motor imagery	30
An efficient classification framework for breast cancer using hyper parameter tuned Random Decision Forest Classifier and Bayesian Optimization	30
Unlabeled skin lesion classification by self-supervised topology clustering network	30
Accurate segmentation of breast tumors using AE U-net with HDC model in ultrasound images	30