Signal Image and Video Processing

Article	Citations
Efficient masked face recognition method during the COVID-19 pandemic	76
Leaf-based disease detection in bell pepper plant using YOLO v5	74
Residual spatiotemporal autoencoder for unsupervised video anomaly detection	65
PlantDiseaseNet: convolutional neural network ensemble for plant disease and pest detection	65
Joint training of two-channel deep neural network for brain tumor classification	63
Multi-level attention network: application to brain tumor classification	57
Evaluation of deep learning-based approaches for COVID-19 classification based on chest X-ray images	50
Classification of ECG beats using optimized decision tree and adaptive boosted optimized decision tree	46
Multiplicative long short-term memory-based software-defined networking for handover management in 5G network	43
Deep convolution feature aggregation: an application to diabetic retinopathy severity level prediction	40
Detection and segmentation of underwater objects from forward-looking sonar based on a modified Mask RCNN	38
MLCA2F: Multi-Level Context Attentional Feature Fusion for COVID-19 lesion segmentation from CT scans	38
A combination of statistical parameters for the detection of epilepsy and EEG classification using ANN and KNN classifier	36
End-to-end deep learning of lane detection and path prediction for real-time autonomous driving	32
DCT-based medical image compression using machine learning	32
Student behavior analysis to measure engagement levels in online learning environments	30
Multi-scale ResNet for real-time underwater object detection	29
Restoration of highly salt-and-pepper-noise-corrupted images using novel adaptive trimmed median filter	27
Leaf image analysis-based crop diseases classification	26
Real-time detection of flame and smoke using an improved YOLOv4 network	25
Fast color balance and multi-path fusion for sandstorm image enhancement	25
Convolution and correlation theorems for Wigner–Ville distribution associated with the quaternion offset linear canonical transform	24
Palm vein recognition through fusion of texture-based and CNN-based methods	24
MSN-Net: a multi-scale context nested U-Net for liver segmentation	24
Automated image splicing detection using deep CNN-learned features and ANN-based classifier	24

Bridging the gap between the short-time Fourier transform (STFT), wavelets, the constant-Q transform and multi-resolution STFT	22
Optimizing nonlinear activation function for convolutional neural networks	21
Detection of abnormalities in wireless capsule endoscopy based on extreme learning machine	20
Human activity recognition-based path planning for autonomous vehicles	20
A new approach for emotions recognition through EOG and EMG signals	20
Single image super-resolution based on a modified U-net with mixed gradient loss	20
Semantic segmentation of outdoor panoramic images	20
A potential crack region method to detect crack using image processing of multiple thresholding	20
Application of an attention U-Net incorporating transfer learning for optic disc and cup segmentation	19
A review on deep learning techniques for cloud detection methodologies and challenges	19
Automated early breast cancer detection and classification system	19
Lightweight attention convolutional neural network through network slimming for robust facial expression recognition	19
CT super-resolution using multiple dense residual block based GAN	18
DRISTI: a hybrid deep neural network for diabetic retinopathy diagnosis	18
A dynamic CNN pruning method based on matrix similarity	18
Feature-level fusion of major and minor dorsal finger knuckle patterns for person authentication	18
DcsNet: a real-time deep network for crack segmentation	17
No-reference image quality assessment of authentically distorted images with global and local statistics	17
License plate detection and recognition based on YOLOv3 and ILPRNET	17
Low-dose CT image denoising using deep convolutional neural networks with extended receptive fields	16
A novel image denoising approach based on a non-convex constrained PDE: application to ultrasound images	16
Video shot boundary detection based on multi-level features collaboration	16
Infrared small target detection based on region proposal and CNN classifier	16
Multi-feature fusion partitioned local binary pattern method for finger vein recognition	16
Ethical AI in facial expression analysis: racial bias	16
Static video summarization using multi-CNN with sparse autoencoder and random forest classifier	16
Cognitive performance detection using entropy-based features and lead-specific approach	15
Innovative local texture descriptor in joint of human-based color features for content-based image retrieval	15
Convolutional Neural Network-based deblocking filter for SHVC in H.265	15
Structure preservation of image using an efficient content-aware image retargeting technique	15
Pest identification via hyperspectral image and deep learning	15
Remote sensing image denoising based on improved semi-soft threshold	14
Multiscale transunet +  + : dense hybrid U-Net with transformer for medical image segmentation	14
Image super-resolution by learning weighted convolutional sparse coding	14
Video-based person-dependent and person-independent facial emotion recognition	14
Modelling impulsive noise in indoor powerline communication systems	14
Joint distinct subspace learning and unsupervised transfer classification for visual domain adaptation	14
A novel approach for image focus measure	14
Cascade neural network-based joint sampling and reconstruction for image compressed sensing	14
MRI denoising using advanced NLM filtering with non-subsampled shearlet transform	14
Underwater image enhancement based on color-line model and homomorphic filtering	13
A novel unified deep neural networks methodology for use by date recognition in retail food package image	13
Fast HEVC intra-CU decision partition algorithm with modified LeNet-5 and AlexNet	13
Fast gradient descent algorithm for image classification with neural networks	13
A high-performance approach to detecting small targets in long-range low-quality infrared videos	13
Classification of white blood cells with SVM by selecting SqueezeNet and LIME properties by mRMR method	13
Low-complexity QTMT partition based on deep neural network for Versatile Video Coding	13
Speech emotion recognition using data augmentation method by cycle-generative adversarial networks	13
Attention-augmented U-Net (AA-U-Net) for semantic segmentation	13
Salient contour detection on the basis of the mechanism of bilateral asymmetric receptive fields	13

Appearance and shape-based hybrid visual feature extraction: toward audio–visual automatic speech recognition	12
COVID-19 detection on chest radiographs using feature fusion based deep learning	12
Spatiotemporal based table tennis stroke-type assessment	12
A spatial-frequency-temporal 3D convolutional neural network for motor imagery EEG signal classification	12
Deep cross feature adaptive network for facial emotion classification	12
Radar CFAR detection for multiple-targets situations for Weibull and log-normal distributed clutter	12
Privacy preservation through facial de-identification with simultaneous emotion preservation	12
Drowning behavior detection in swimming pool based on deep learning	12
DS-UNeXt: depthwise separable convolution network with large convolutional kernel for medical image segmentation	12
A novel weighted anisotropic total variational model for image applications	12
Object-based video synopsis approach using particle swarm optimization	12
A new transfer learning approach to detect cardiac arrhythmia from ECG signals	12
Attention-guided multi-path cross-CNN for underwater image super-resolution	12
Wiener model-based system identification using moth flame optimised Kalman filter algorithm	12
Combination of multiple classifiers for automatic recognition of diseases and damages on plant leaves	11
Dynamic hidden feature space detection of noisy image set by weight binarization	11
Parametric rectified nonlinear unit (PRenu) for convolution neural networks	11
Method on water level ruler reading recognition based on image processing	11
Finger vein recognition: utilization of adaptive gabor filters in the enhancement stage combined with SIFT/SURF-based feature extraction	11
Low-dose CT image denoising via frequency division and encoder-dual decoder GAN	11
Pose estimation at night in infrared images using a lightweight multi-stage attention network	11
A new 3D convolutional neural network (3D-CNN) framework for multimedia event detection	11
Unconstrained face mask and face-hand interaction datasets: building a computer vision system to help prevent the transmission of COVID-19	10
CNN-MAO: Convolutional Neural Network-based Modified Aquilla Optimization Algorithm for Pothole Identification from Thermal Images	10
Detection of early dangerous state in deep water of indoor swimming pool based on surveillance video	10
ARFNet: adaptive receptive field network for detecting insulator self-explosion defects	10
RBI-2RCNN: Residual Block Intensity Feature using a Two-stage Residual Convolutional Neural Network for Static Hand Gesture Recognition	10
Temporal attention learning for action quality assessment in sports video	10
DerainAttentionGAN: unsupervised single-image deraining using attention-guided generative adversarial networks	10
Forecasting of medical equipment demand and outbreak spreading based on deep long short-term memory network: the COVID-19 pandemic in Turkey	10
A Novel Threshold-Based Segmentation Method for Quantification of COVID-19 Lung Abnormalities	10
A deep learning framework using CNN and stacked Bi-GRU for COVID-19 predictions in India	10
Multi-component instantaneous frequency estimation using signal decomposition and time-frequency filtering	10
Detection of counterfeit banknotes by security components based on image processing and GoogLeNet deep learning network	10
Computer-aided detection of COVID-19 from CT scans using an ensemble of CNNs and KSVM classifier	10
Diabetic macular edema grading based on improved Faster R-CNN and MD-ResNet	10
Fast and robust key frame extraction method for gesture video based on high-level feature representation	10
Signal chain architectures for efficient airport surface movement radar video processing	9
Inspection of textile fabrics based on the optimal Gabor filter	9
Tympanic membrane segmentation in otoscopic images based on fully convolutional network with active contour loss	9
A generative model method for unsupervised multispectral image fusion in remote sensing	9
Performance analysis of automated lesion detection of diabetic retinopathy using morphological operation	9
NFCNN: toward a noise fusion convolutional neural network for image denoising	9
An improved immune plasma algorithm with a regional pandemic restriction	9
An impulse noise removal model algorithm based on logarithmic image prior for medical image	9
A reliable ensemble-based classification framework for glioma brain tumor segmentation	9
A new kind of convolution, correlation and product theorems related to quaternion linear canonical transform	9
Intelligent adaptive unscented particle filter with application in target tracking	9
Radon transform-based improved single seeded region growing segmentation for lung cancer detection using AMPWSVM classification approach	9
A sparse denoising deep neural network for improving fault diagnosis performance	9
3D multi-scale vision transformer for lung nodule detection in chest CT images	9
Machine learning-based radar waveform classification for cognitive EW	9
Deep learning-based specific emitter identification using integral bispectrum and the slice of ambiguity function	9
Regional-CNN-based enhanced Turkish sign language recognition	9
Diver’s hand gesture recognition and segmentation for human–robot interaction on AUV	9
Fully convolutional network with attention modules for semantic segmentation	9
Wavelet scattering transform and long short-term memory network-based noninvasive blood pressure estimation from photoplethysmograph signals	9
Multi-scale joint network based on Retinex theory for low-light enhancement	8
Mutuality-oriented reconstruction and prediction hybrid network for video anomaly detection	8
Multi-channel speech enhancement using early and late fusion convolutional neural networks	8
Tuberculosis bacteria analysis in acid fast stained images of sputum smear	8
Multiscale wavelet-based regularized reconstruction algorithm for three-dimensional compressed sensing magnetic resonance imaging	8
Machine learning approach for detecting Covid-19 from speech signal using Mel frequency magnitude coefficient	8
Multi-scale global context feature pyramid network for object detector	8
Mel spectrogram-based audio forgery detection using CNN	8
Renyi entropy and atom search sine cosine algorithm for multi focus image fusion	8
ECG noise classification using deep learning with feature extraction	8
Unsupervised vehicle re-identification based on mixed sample contrastive learning	8
Significance of voiced and unvoiced speech segments for the detection of common cold	8
Abs-CAM: a gradient optimization interpretable approach for explanation of convolutional neural networks	8
A novel method for fault diagnosis in rolling bearings based on bispectrum signals and combined feature extraction algorithms	8
Multistage supervised contrastive learning for hybrid-degraded image restoration	8
A real-time small target detection network	8
Sugarcane crop line detection from UAV images using genetic algorithm and Radon transform	8
Dynamic time warping based arrhythmia detection using photoplethysmography signals	8
An attention-based hybrid deep learning model for EEG emotion recognition	8
Entropy-based circular histogram thresholding for color image segmentation	8
Automatic detection of migraine disease from EEG signals using bidirectional long-short term memory deep learning model	8
Image super-resolution network based on a multi-branch attention mechanism	8
Novel high-dimensional phase space features for EEG emotion recognition	8

BRIEF-based face descriptor: an application to automatic facial expression recognition (AFER)	8
Classroom face detection algorithm based on improved MTCNN	8
Moving object detection method with motion regions tracking in background subtraction	8
Independent component analysis with learning algorithm for electrocardiogram feature extraction and classification	8
Improved intra-subpartition coding mode for versatile video coding	7
Video anomaly detection based on 3D convolutional auto-encoder	7
A robust and efficient image de-fencing approach using conditional generative adversarial networks	7
CNN models for EEG motor imagery signal classification	7
Plant disease identification using fuzzy feature extraction and PNN	7
CNN-QTLBO: an optimal blind source separation and blind dereverberation scheme using lightweight CNN-QTLBO and PCDP-LDA for speech mixtures	7
View transform graph attention recurrent networks for skeleton-based action recognition	7
A natural language-inspired multilabel video streaming source identification method based on deep neural networks	7
Enhanced deep capsule network for EEG-based emotion recognition	7
Heart rate estimation from facial videos using nonlinear mode decomposition and improved consistency check	7
Supervoxel-based brain tumor segmentation with multimodal MRI images	7
Imbalance domain adaptation network with adversarial learning for fault diagnosis of rolling bearing	7
Optimized time–frequency features and semi-supervised SVM to heartbeat classification	7
A comparative study of medical image enhancement algorithms and quality assessment metrics on COVID-19 CT images	7
A low complexity lossless Bayer CFA image compression	7
Diagnosis of schizophrenia using brain resting-state fMRI with activity maps based on deep learning	7
Emotion detection from ECG signals with different learning algorithms and automated feature engineering	7
Material classification in X-ray images based on multi-scale CNN	7
Removal of eye blink artifacts from EEG signal using morphological modeling and orthogonal projection	7
Improved firefly algorithm-based optimized convolution neural network for scene character recognition	7
Recaptured image forensics based on normalized local ternary count histograms of residual maps	7
Symmetric pyramid attention convolutional neural network for moving object detection	7
Detection of fall armyworm (spodoptera frugiperda) in field crops based on mask R-CNN	7
ECANet: enhanced context aggregation network for single image dehazing	7
Architectural style classification based on CNN and channel–spatial attention	7
Sea–sky line detection using gray variation differences in the time domain for unmanned surface vehicles	7
Gaussian mixture model decomposition of multivariate signals	7
RUL prediction for lithium-ion batteries based on variational mode decomposition and hybrid network model	7
Attention-enhanced multi-scale residual network for single image super-resolution	7
An efficient network for multi-scale and overlapped wildlife detection	7
FL-CapsNet: facial localization augmented capsule network for human emotion recognition	6
Dictionary learning for clustering on hyperspectral images	6
Multi-level classification of Alzheimer disease using DCNN and ensemble deep learning techniques	6
Deep convolutional neural networks for detection of abnormalities in chest X-rays trained on the very large dataset	6
Multi-resolution dictionary learning method based on sample expansion and its application in face recognition	6
Reverse image filtering with clean and noisy filters	6
Single MR-image super-resolution based on convolutional sparse representation	6
Human and object detection using Hybrid Deep Convolutional Neural Network	6
A novel visual tracking method using stochastic fractal search algorithm	6
SAR image despeckling method based on improved Frost filtering	6
Underwater stereo-matching algorithm based on belief propagation	6
N-Net: an UNet architecture with dual encoder for medical image segmentation	6
An improved scheme of deep dilated feature extraction on pedestrian detection	6
Quadratic-phase scaled Wigner distribution: convolution and correlation	6
Lightweight CNN model: automated vehicle detection in aerial images	6
Online learning method based on support vector machine for metallographic image segmentation	6
VIMSNet: an effective network for visually induced motion sickness detection	6
Improving detection and classification of diabetic retinopathy using CUDA and Mask RCNN	6
Crack image recognition on fracture mechanics cross valley edge detection by fractional differential with multi-scale analysis	6
Multi-view representation for sound event recognition	6
A deep-learning model with improved capsule networks and LSTM filters for bearing fault diagnosis	6
Automated epilepsy seizure detection from EEG signal based on hybrid CNN and LSTM model	6
Enhanced bag-of-words representation for human activity recognition using mobile sensor data	6
A novel micro-expression recognition algorithm using dual-stream combining optical flow and dynamic image convolutional neural networks	6
Histopathology image segmentation and classification for cancer revelation	6
Single image dehazing using elliptic curve scattering model	6
CNN-based camera motion classification using HSI color model for compressed videos	6
An efficient IF estimation algorithm for both mono- and multi-sensor recordings	6
Active learning for event detection in support of disaster analysis applications	6
Sparse and collaborative representation-based anomaly detection	6
Semantic-oriented learning-based image compression by Only-Train-Once quantized autoencoders	6
Fast multi-type tree partitioning for versatile video coding using machine learning	6
Elder emotion classification through multimodal fusion of intermediate layers and cross-modal transfer learning	6
Using efficient group pseudo-3D network to learn spatio-temporal features	6
Noise robust image clustering based on reweighted low rank tensor approximation and $$l_{\frac{1}{2}}$$ regularization	6
A very fast edge map-based algorithm for accurate motion estimation	6
SAE-PD-Seq: sequence autoencoder-based pre-training of decoder for sequence learning tasks	6
MRA-UNet: balancing speed and accuracy in road crack segmentation network	6
Katz centrality based approach to perform human action recognition by using OMKZ	6
A multi-scale generative adversarial network for real-world image denoising	6
Detection of cervix tumor using an intelligent system accompanied with PNN classification approach	6
RGB+2D skeleton: local hand-crafted and 3D convolution feature coding for action recognition	6
Gradient-based multi-focus image fusion using foreground and background pattern recognition with weighted anisotropic diffusion filter	5
Adaptive NOMA/OMA for wireless communications	5
Eye-UNet: a UNet-based network with attention mechanism for low-quality human eye image segmentation	5
Bi-static target localization based on inaccurate TDOA-AOA measurements	5
Feature enhancement: predict more detailed and crisper edges	5
Predicting medical image registration error through independent directions	5
A new perspective on decolorization: feature-preserving decolorization	5
Two-stage deep learning framework for sRGB image white balance	5
An effective pest detection method with automatic data augmentation strategy in the agricultural field	5
Fire detection based on improved PP-YOLO	5
Channel estimation of non-orthogonal multiple access systems based on L2-norm extreme learning machine	5
Texture-based fast QTMT partition algorithm in VVC intra coding	5
Modified VDSR-based single image super-resolution using naturalness image quality evaluator	5
Deep Learning for vision systems in Construction 4.0: a systematic review	5
A local feature extraction method for UAV-based image registration based on virtual line descriptors	5
Magnification-specific and magnification-independent classification of breast cancer histopathological image using deep learning approaches	5
A novel lossless compression encoding framework for SAR remote sensing images	5
Supervised learning-based retinal vascular segmentation by M-UNet full convolutional neural network	5
Multi-scale feature fusion model followed by residual network for generation of face aging and de-aging	5