Neurocomputing

Article	Citations
A review on the attention mechanism of deep learning	1464
On hyperparameter optimization of machine learning algorithms: Theory and practice	1456
Focal and efficient IOU loss for accurate bounding box regression	760
Deep face recognition: A survey	421
Federated learning on non-IID data: A survey	390
Pruning and quantization for deep neural network acceleration: A survey	388
A comprehensive review on convolutional neural network in machine fault diagnosis	341
Activation functions in deep learning: A comprehensive survey and benchmark	330
RIME: A physics-based optimization	303
Review the state-of-the-art technologies of semantic segmentation based on deep learning	286
An introduction to Deep Learning in Natural Language Processing: Models, techniques, and tools	279
A review on transfer learning in EEG signal analysis	278
CLIP4Clip: An empirical study of CLIP for end to end video clip retrieval and captioning	264
Online learning: A comprehensive survey	244
SRDiff: Single image super-resolution with diffusion probabilistic models	235
A survey: Deep learning for hyperspectral image classification with few labeled samples	232
Deep learning for monocular depth estimation: A review	218
Towards augmented kernel extreme learning models for bankruptcy prediction: Algorithmic behavior and comprehensive analysis	199
Convolutional neural networks for medical image analysis: State-of-the-art, comparisons, improvement and perspectives	189
A comprehensive survey on recent metaheuristics for feature selection	182
Online continual learning in image classification: An empirical survey	177
A review of irregular time series data handling with gated recurrent neural networks	175
Groundwater level prediction using machine learning models: A comprehensive review	172
Meta-learning for few-shot bearing fault diagnosis under complex working conditions	168
GAN-based anomaly detection: A review	166

Self-adaptive loss balanced Physics-informed neural networks	152
Polarized self-attention: Towards high-quality pixel-wise mapping	150
BiERU: Bidirectional emotional recurrent unit for conversational sentiment analysis	149
Survey on Deep Neural Networks in Speech and Vision Systems	148
Deep multi-view learning methods: A review	147
Impulsive effects on stability and passivity analysis of memristor-based fractional-order competitive neural networks	145
Multi-feature fusion: Graph neural network and CNN combining for hyperspectral image classification	141
RoFormer: Enhanced transformer with Rotary Position Embedding	137
Dynamic network embedding survey	130
Effective template update mechanism in visual tracking with background clutter	129
Explaining the black-box model: A survey of local interpretation methods for deep neural networks	127
Anisotropic angle distribution learning for head pose estimation and attention understanding in human-computer interaction	123
A comprehensive survey on robust image watermarking	123
A new method of data missing estimation with FNN-based tensor heterogeneous ensemble learning for internet of vehicle	120
JWSAA: Joint weak saliency and attention aware for person re-identification	118
Segmentation of the multimodal brain tumor image used the multi-pathway architecture method based on 3D FCN	117
Deep spatio-temporal graph convolutional network for traffic accident prediction	116
Deep-reinforcement-learning-based images segmentation for quantitative analysis of gold immunochromatographic strip	107
Extreme theory of functional connections: A fast physics-informed neural network method for solving ordinary and partial differential equations	107
Infrared small target detection via self-regularized weighted sparse model	105
NGDNet: Nonuniform Gaussian-label distribution learning for infrared head pose estimation and on-task behavior understanding in the classroom	102
Evolutionary deep learning: A survey	101
Differences first in asymmetric brain: A bi-hemisphere discrepancy convolutional neural network for EEG emotion recognition	101
Adaptive multi-teacher multi-level knowledge distillation	100
Short-term power load forecasting based on Elman neural network with particle swarm optimization	97
AST-GNN: An attention-based spatio-temporal graph neural network for Interaction-aware pedestrian trajectory prediction	96
Integrated deep learning method for workload and resource prediction in cloud systems	96
A fuzzy-enhanced deep learning approach for early detection of Covid-19 pneumonia from portable chest X-ray images	95
Transfer learning for medical images analyses: A survey	94
Recent developments of content-based image retrieval (CBIR)	93
Deep Kronecker neural networks: A general framework for neural networks with adaptive activation functions	93
Bipartite synchronization for cooperative-competitive neural networks with reaction–diffusion terms via dual event-triggered mechanism	93
A Time Series Transformer based method for the rotating machinery fault diagnosis	92
Interpreting chest X-rays via CNNs that exploit hierarchical disease dependencies and uncertainty labels	91
Recent advances on image edge detection: A comprehensive review	91
Swin transformer for fast MRI	90
A concise review of recent few-shot meta-learning methods	90
Fixed-time synchronization analysis for discontinuous fuzzy inertial neural networks with parameter uncertainties	89
Time series predicting of COVID-19 based on deep learning	89
Remaining useful life prediction of lithium-ion battery with optimal input sequence selection and error compensation	88
Robust stability of fractional-order quaternion-valued neural networks with neutral delays and parameter uncertainties	88
Automatic depression recognition using CNN with attention mechanism from videos	88
Synthetic data generation for tabular health records: A systematic review	86
A deep reinforcement learning based method for real-time path planning and dynamic obstacle avoidance	86
Chinese named entity recognition: The state of the art	86
A multi-task learning model for Chinese-oriented aspect polarity classification and aspect term extraction	85
Simulated annealing-based dynamic step shuffled frog leaping algorithm: Optimal performance design and feature selection	84
MAT: Motion-aware multi-object tracking	84
Reactive Soft Prototype Computing for Concept Drift Streams	84
Multi-perspective social recommendation method with graph representation learning	83

An intelligent fault diagnosis model based on deep neural network for few-shot fault diagnosis	81
Identification and optimal control of nonlinear systems using recurrent neural networks and reinforcement learning: An overview	81
Bearing fault diagnosis using transfer learning and self-attention ensemble lightweight convolutional neural network	81
Single underwater image enhancement by attenuation map guided color correction and detail preserved dehazing	81
A hybrid deep segmentation network for fundus vessels via deep-learning framework	80
A temporal-aware LSTM enhanced by loss-switch mechanism for traffic flow forecasting	80
Molecular generative Graph Neural Networks for Drug Discovery	79
Generation and evaluation of privacy preserving synthetic health data	79
Wind power forecasting based on stacking ensemble model, decomposition and intelligent optimization algorithm	77
Boosting R-CNN: Reweighting R-CNN samples by RPN’s error for underwater object detection	77
The intermittent fault diagnosis of analog circuits based on EEMD-DBN	77
Unsupervised anomaly segmentation via deep feature reconstruction	77
Causality extraction based on self-attentive BiLSTM-CRF with transferred embeddings	77
Neural network-based adaptive tracking control for switched nonlinear systems with prescribed performance: An average dwell time switching approach	77
Event-based fuzzy control for T-S fuzzy networked systems with various data missing	77
Heterogeneous teaching evaluation network based offline course recommendation with graph learning and tensor factorization	76
A parallel down-up fusion network for salient object detection in optical remote sensing images	75
Cross-subject transfer learning in human activity recognition systems using generative adversarial networks	75
A new financial data forecasting model using genetic algorithm and long short-term memory network	74
A competitive mechanism integrated multi-objective whale optimization algorithm with differential evolution	73
An optimized adaptive PReLU-DBN for rolling element bearing fault diagnosis	73
An evidential classifier based on Dempster-Shafer theory and deep learning	71
A survey of recommender systems with multi-objective optimization	71
Deep embedding clustering based on contractive autoencoder	70
DB-LSTM: Densely-connected Bi-directional LSTM for human action recognition	70
Skin disease diagnosis with deep learning: A review	70
InfGCN: Identifying influential nodes in complex networks with graph convolutional networks	69
A proactive autoscaling and energy-efficient VM allocation framework using online multi-resource neural network for cloud data center	69
Intrusion detection approach based on optimised artificial neural network	69
A survey of Deep Neural Network watermarking techniques	69
A systematic review and analysis of deep learning-based underwater object detection	68
A new approach to smooth path planning of mobile robot based on quartic Bezier transition curve and improved PSO algorithm	68
A tutorial on distance metric learning: Mathematical foundations, algorithms, experimental analysis, prospects and challenges	68
Accurate iris segmentation and recognition using an end-to-end unified framework based on MADNet and DSANet	67
Adaptive bias RBF neural network control for a robotic manipulator	67
Evolutionary bagging for ensemble learning	67
Leader-following secure consensus for second-order multi-agent systems with nonlinear dynamics and event-triggered control strategy under DoS attack	67
Robust adaptive neural network control for dynamic positioning of marine vessels with prescribed performance under model uncertainties and input saturation	67
Online multi-object tracking with unsupervised re-identification learning and occlusion estimation	67
EEG-based intention recognition with deep recurrent-convolution neural network: Performance and channel selection by Grad-CAM	65
Attention based convolutional recurrent neural network for environmental sound classification	65
Deep Neural Networks approaches for detecting and classifying colorectal polyps	65
A two-stage 3D CNN based learning method for spontaneous micro-expression recognition	65
Long- and short-term self-attention network for sequential recommendation	64
A systematic review of hate speech automatic detection using natural language processing	64
Traffic flow prediction over muti-sensor data correlation with graph convolution network	64
TIPCB: A simple but effective part-based convolutional baseline for text-based person search	64
GEME: Dual-stream multi-task GEnder-based micro-expression recognition	63
One dimensional convolutional neural networks for seizure onset detection using long-term scalp and intracranial EEG	63
Decentralized adaptive neural two-bit-triggered control for nonstrict-feedback nonlinear systems with actuator failures	62
Phase synchronization between a light-dependent neuron and a thermosensitive neuron	62
WheatNet: A lightweight convolutional neural network for high-throughput image-based wheat head detection and counting	62
Robust unsupervised anomaly detection via multi-time scale DCGANs with forgetting mechanism for industrial multivariate time series	62
Deep learning for brain disorder diagnosis based on fMRI images	62
Ensemble learning for electricity consumption forecasting in office buildings	62
TCCT: Tightly-coupled convolutional transformer on time series forecasting	62
NeuroSense: Short-term emotion recognition and understanding based on spiking neural network modelling of spatio-temporal EEG patterns	62
Predicting energy cost of public buildings by artificial neural networks, CART, and random forest	62
Multi-stage attention spatial-temporal graph networks for traffic prediction	61
Exploring fine-grained syntactic information for aspect-based sentiment classification with dual graph neural networks	61
Projective parameter transfer based sparse multiple empirical kernel learning Machine for diagnosis of brain disease	61
Hybrid of human learning optimization algorithm and particle swarm optimization algorithm with scheduling strategies for the flexible job-shop scheduling problem	61
Graph-based few-shot learning with transformed feature propagation and optimal class allocation	61
Uncertainty analysis of wind power probability density forecasting based on cubic spline interpolation and support vector quantile regression	61
Artificial neural network analysis of the academic performance of students in virtual learning environments	61
Prediction intervals estimation of solar generation based on gated recurrent unit and kernel density estimation	61
Bringing AI to edge: From deep learning’s perspective	61
Applications of fractional calculus in computer vision: A survey	61
MANet: A two-stage deep learning method for classification of COVID-19 from Chest X-ray images	61
A new method for intelligent fault diagnosis of machines based on unsupervised domain adaptation	60
LIFT-SLAM: A deep-learning feature-based monocular visual SLAM method	60
A survey on deep learning based Point-of-Interest (POI) recommendations	60
Finite-time observer based tracking control of uncertain heterogeneous underwater vehicles using adaptive sliding mode approach	60
A review of neural architecture search	60
AI meets UAVs: A survey on AI empowered UAV perception systems for precision agriculture	60
Adaptive event-triggered consensus control of linear multi-agent systems with cyber attacks	59
Activity recognition and anomaly detection in smart homes	59
Joint entity and relation extraction model based on rich semantics	59
Central moment discrepancy based domain adaptation for intelligent bearing fault diagnosis	59
A novel transferability attention neural network model for EEG emotion recognition	59

Learning features from enhanced function call graphs for Android malware detection	59
LDGRNMF: LncRNA-disease associations prediction based on graph regularized non-negative matrix factorization	59
An intelligent diagnosis framework for roller bearing fault under speed fluctuation condition	59
Efficient attention based deep fusion CNN for smoke detection in fog environment	58
Attention-based bidirectional gated recurrent unit neural networks for well logs prediction and lithology identification	58
CARM: Confidence-aware recommender model via review representation learning and historical rating behavior in the online platforms	58
Imputation of missing data with class imbalance using conditional generative adversarial networks	57
Automatic detection of Alzheimer’s disease progression: An efficient information fusion approach with heterogeneous ensemble classifiers	57
A novel context-aware multimodal framework for persian sentiment analysis	57
A survey of crowd counting and density estimation based on convolutional neural network	57
Conversational emotion recognition studies based on graph convolutional neural networks and a dependent syntactic analysis	56
An efficient approach for privacy preserving decentralized deep learning models based on secure multi-party computation	56
VAE-based Deep SVDD for anomaly detection	56
ResGNet-C: A graph convolutional neural network for detection of COVID-19	56
Distributed learning machines for solving forward and inverse problems in partial differential equations	56
GANLDA: Graph attention network for lncRNA-disease associations prediction	56
Medical image segmentation with 3D convolutional neural networks: A survey	55
Exploring a rich spatial–temporal dependent relational model for skeleton-based action recognition by bidirectional LSTM-CNN	55
An ensemble of autonomous auto-encoders for human activity recognition	55
Meta-learning approaches for learning-to-learn in deep learning: A survey	55
New optimal method for L2	55
Intelligent prognostics of machining tools based on adaptive variational mode decomposition and deep learning method with attention mechanism	55
Optimization of capacitated vehicle routing problem with alternative delivery, pick-up and time windows: A modified hybrid approach	54
Local distribution-based adaptive minority oversampling for imbalanced data classification	54
Prediction of drug-target interactions based on multi-layer network representation learning	54
A systematic literature review of speech emotion recognition approaches	53
Sampled-data synchronization of delayed multi-agent networks and its application to coupled circuit	53
A Convolutional Neural Network Using Dinucleotide One-hot Encoder for identifying DNA N6-Methyladenine Sites in the Rice Genome	53
MFRFNN: Multi-Functional Recurrent Fuzzy Neural Network for Chaotic Time Series Prediction	53
STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for weather forecasting	53
A knowledge graph method for hazardous chemical management: Ontology design and entity identification	53
Bayesian networks for interpretable machine learning and optimization	53
A deep learning based trust- and tag-aware recommender system	53
Realize your surroundings: Exploiting context information for small object detection	53
Unsupervised deep clustering via adaptive GMM modeling and optimization	53
Enhance explainability of manifold learning	52
Random curiosity-driven exploration in deep reinforcement learning	52
An empirical study of multi-scale object detection in high resolution UAV images	52
Haze concentration adaptive network for image dehazing	52
Discriminative feature and dictionary learning with part-aware model for vehicle re-identification	52
Human activity recognition based on smartphone and wearable sensors using multiscale DCNN ensemble	52
Temporal self-attention-based Conv-LSTM network for multivariate time series prediction	52
Deep Learning for Weakly-Supervised Object Detection and Localization: A Survey	52
A temporal fusion transformer for short-term freeway traffic speed multistep prediction	51
Deep residual transfer learning for automatic diagnosis and grading of diabetic retinopathy	51
Enhanced Beetle Antennae Search with Zeroing Neural Network for online solution of constrained optimization	51
A review on the use of deep learning for medical images segmentation	51
Hybrid interpretable predictive machine learning model for air pollution prediction	51
Multi-modal interactive attention and dual progressive decoding network for RGB-D/T salient object detection	51
HFNet: Hierarchical feedback network with multilevel atrous spatial pyramid pooling for RGB-D saliency detection	51
STiDi-BP: Spike time displacement based error backpropagation in multilayer spiking neural networks	51
GAPointNet: Graph attention based point neural network for exploiting local feature of point cloud	50
Event-triggered optimal decentralized control for stochastic interconnected nonlinear systems via adaptive dynamic programming	50
Multi-scale stacking attention pooling for remote sensing scene classification	50
An associative memory circuit based on physical memristors	50
Meta Graph Transformer: A Novel Framework for Spatial–Temporal Traffic Prediction	50
A hierarchical scheme for remaining useful life prediction with long short-term memory networks	50
An improved feature pyramid network for object detection	50
Finite-time formation-containment tracking for second-order multi-agent systems with a virtual leader of fully unknown input	50
Brain tumor segmentation of multi-modality MR images via triple intersecting U-Nets	50
Land use and land cover classification with hyperspectral data: A comprehensive review of methods, challenges and future directions	50
A dual neural network for object detection in UAV images	50
A holistic representation guided attention network for scene text recognition	49
SAANet: Siamese action-units attention network for improving dynamic facial expression recognition	49
Design of impulsive controllers and impulsive control strategy for the Mittag-Leffler stability behavior of fractional gene regulatory networks	49
Explaining deep neural networks: A survey on the global interpretation methods	49
A survey of deep learning approaches to image restoration	49
A dependency syntactic knowledge augmented interactive architecture for end-to-end aspect-based sentiment analysis	49
Spatial graph convolutional neural network via structured subdomain adaptation and domain adversarial learning for bearing fault diagnosis	49
Recent advances on loss functions in deep learning for computer vision	49
Short-term traffic flow prediction: From the perspective of traffic flow decomposition	48
Automatic fluid segmentation in retinal optical coherence tomography images using attention based deep learning	47
Differential evolution algorithm with multi-population cooperation and multi-strategy integration	47
Conflux LSTMs Network: A Novel Approach for Multi-View Action Recognition	47
An overview of data-driven battery health estimation technology for battery management system	47
A survey of bacterial foraging optimization	47
Relevant information undersampling to support imbalanced data classification	47
Dual Focal Loss to address class imbalance in semantic segmentation	46
Accurate and automatic tooth image segmentation model with deep convolutional neural networks and level set method	46
Resilient model-free adaptive control for cyber-physical systems against jamming attack	46
Identification of acoustic emission sources for structural health monitoring applications based on convolutional neural networks and deep transfer learning	46
Few-shot SAR automatic target recognition based on Conv-BiLSTM prototypical network	46
Diagnosis of Inter-turn Short Circuit of Permanent Magnet Synchronous Motor Based on Deep learning and Small Fault Samples	46
Anatomical prior based vertebra modelling for reappearance of human spines	46
DA-DSUnet: Dual Attention-based Dense SU-net for automatic head-and-neck tumor segmentation in MRI images	46
Class-aware sample reweighting optimal transport for multi-source domain adaptation	46
Deep Discrete Cross-Modal Hashing with Multiple Supervision	46
Use of image processing to monitor tool wear in micro milling	45
Deep unsupervised multi-modal fusion network for detecting driver distraction	45
Geometric attentional dynamic graph convolutional neural networks for point cloud analysis	45
A survey on machine learning models for financial time series forecasting	45
Spatiotemporal and frequential cascaded attention networks for speech emotion recognition	45
Recent advances of single-object tracking methods: A brief survey	45
TrajVAE: A Variational AutoEncoder model for trajectory generation	45
A refined equilibrium generative adversarial network for retinal vessel segmentation	45