Neural Networks

Article	Citations
Deep learning on image denoising: An overview	506
Attention-guided CNN for image denoising	380
Transductive LSTM for time-series prediction: An application to weather forecasting	253
EEG based multi-class seizure type classification using convolutional neural network and transfer learning	240
Backpropagation algorithms and Reservoir Computing in Recurrent Neural Networks for the forecasting of complex spatiotemporal dynamics	232
A survey on modern trainable activation functions	186
Chaos in fractional-order discrete neural networks with application to image encryption	173
Improved recurrent neural network-based manipulator control with remote center of motion constraints: Experimental results	167
Heart sound classification based on improved MFCC features and convolutional recurrent neural networks	160
Speaker recognition based on deep learning: An overview	158
Exploiting dynamic spatio-temporal graph convolutional neural networks for citywide traffic flows prediction	155
Towards explainable deep neural networks (xDNN)	151
Adaptive transfer learning for EEG motor imagery classification with deep Convolutional Neural Network	149
Supervised learning in spiking neural networks: A review of algorithms and evaluations	138
Contextual encoder–decoder network for visual saliency prediction	123
A gentle introduction to deep learning for graphs	121
NFN＋: A novel network followed network for retinal vessel segmentation	119
Event-triggered synchronization of discrete-time neural networks: A switching approach	118
Interpolation consistency training for semi-supervised learning	116
Deep learning, reinforcement learning, and world models	114
Theory of deep convolutional neural networks: Downsampling	112
A deep CNN approach to decode motor preparation of upper limbs from time–frequency maps of EEG signals at source level	108
Partial transfer learning in machinery cross-domain fault diagnostics using class-weighted adversarial networks	105
FPGAN: Face de-identification method with generative adversarial networks for social robots	94
Automated classification of cells into multiple classes in epithelial tissue of oral squamous cell carcinoma using transfer learning and convolutional neural network	94

Bifurcations in a fractional-order BAM neural network with four different delays	93
Convergence of the RMSProp deep learning method with penalty for nonconvex optimization	86
Necessary conditions for STDP-based pattern recognition learning in a memristive spiking neural network	84
Impulsive synchronization of coupled delayed neural networks with actuator saturation and its application to image encryption	83
AdaEn-Net: An ensemble of adaptive 2D–3D Fully Convolutional Networks for medical image segmentation	82
Adversarial text-to-image synthesis: A review	82
A comprehensive study of class incremental learning algorithms for visual tasks	82
High-dimensional dynamics of generalization error in neural networks	79
Exponential and adaptive synchronization of inertial complex-valued neural networks: A non-reduced order and non-separation approach	78
Intermittent control for finite-time synchronization of fractional-order complex networks	77
Controller design for finite-time and fixed-time stabilization of fractional-order memristive complex-valued BAM neural networks with uncertain parameters and time-varying delays	77
Multi-scale Attention Convolutional Neural Network for time series classification	76
Missing data imputation with adversarially-trained graph convolutional networks	73
Periodic event-triggered adaptive tracking control design for nonlinear discrete-time systems via reinforcement learning	72
Multiple Discrimination and Pairwise CNN for view-based 3D object retrieval	72
Observer-based adaptive neural tracking control for a class of nonlinear systems with prescribed performance and input dead-zone constraints	72
MGLNN: Semi-supervised learning via Multiple Graph Cooperative Learning Neural Networks	72
An EEG channel selection method for motor imagery based brain–computer interface and neurofeedback using Granger causality	70
Resilient fault-tolerant anti-synchronization for stochastic delayed reaction–diffusion neural networks with semi-Markov jump parameters	70
SympNets: Intrinsic structure-preserving symplectic networks for identifying Hamiltonian systems	69
Interpretable and lightweight convolutional neural network for EEG decoding: Application to movement execution and imagination	68
Residual wide-kernel deep convolutional auto-encoder for intelligent rotating machinery fault diagnosis with limited samples	68
Hybrid multi-mode machine learning-based fault diagnosis strategies with application to aircraft gas turbine engines	65
Training high-performance and large-scale deep neural networks with full 8-bit integers	64
CNN–MHSA: A Convolutional Neural Network and multi-head self-attention combined approach for detecting phishing websites	64
Comparing SNNs and RNNs on neuromorphic vision datasets: Similarities and differences	64
Synchronization of complex networks with time-varying delay of unknown bound via delayed impulsive control	63
Further results on finite-time synchronization of delayed inertial memristive neural networks via a novel analysis method	63
PET image super-resolution using generative adversarial networks	63
Bifurcations in a fractional-order neural network with multiple leakage delays	63
Brain MRI analysis using a deep learning based evolutionary approach	62
MGAT: Multi-view Graph Attention Networks	60
Synchronization of coupled neural networks under mixed impulsive effects: A novel delay inequality approach	59
CEGAN: Classification Enhancement Generative Adversarial Networks for unraveling data imbalance problems	58
Embedding and approximation theorems for echo state networks	56
Emotional EEG classification using connectivity features and convolutional neural networks	56
Combining a parallel 2D CNN with a self-attention Dilated Residual Network for CTC-based discrete speech emotion recognition	56
Working Memory Connections for LSTM	55
Global exponential stabilization and lag synchronization control of inertial neural networks with time delays	54
Finite-time synchronization of fractional-order gene regulatory networks with time delay	54
Learning interaction dynamics with an interactive LSTM for conversational sentiment analysis	53
GP-GAN: Brain tumor growth prediction using stacked 3D generative adversarial networks from longitudinal MR Images	53
Cardinality-constrained portfolio selection based on collaborative neurodynamic optimization	52
Unsupervised feature selection via adaptive autoencoder with redundancy control	52
A fractional gradient descent algorithm robust to the initial weights of multilayer perceptron	52
Quantization Friendly MobileNet (QF-MobileNet) Architecture for Vision Based Applications on Embedded Platforms	52
Automatic detection of tympanic membrane and middle ear infection from oto-endoscopic images via convolutional neural networks	52
Dendrite P systems	52
Skeleton-based Chinese sign language recognition and generation for bidirectional communication between deaf and hearing people	52
Continual learning for recurrent neural networks: An empirical evaluation	52

Deep ANC: A deep learning approach to active noise control	51
Dynamical system based compact deep hybrid network for classification of Parkinson disease related EEG signals	50
Approximation rates for neural networks with general activation functions	50
Real-time gun detection in CCTV: An open problem	50
Natural and Artificial Intelligence: A brief introduction to the interplay between AI and neuroscience research	50
Semi-dilated convolutional neural networks for epileptic seizure prediction	49
Predefined-time synchronization of competitive neural networks	49
Low-rank tensor constrained co-regularized multi-view spectral clustering	49
Learning deformable registration of medical images with anatomical constraints	49
Deep learning for symbols detection and classification in engineering drawings	48
Cross-modality paired-images generation and augmentation for RGB-infrared person re-identification	48
Fixed-time synchronization of delayed Cohen–Grossberg neural networks based on a novel sliding mode	48
New criteria for global stability of neutral-type Cohen–Grossberg neural networks with multiple delays	48
UTRAD: Anomaly detection and localization with U-Transformer	45
On the approximation of functions by tanh neural networks	45
Mu-net: Multi-scale U-net for two-photon microscopy image denoising and restoration	45
Dual Global Enhanced Transformer for image captioning	44
Image super-resolution with an enhanced group convolutional neural network	44
Self-organized operational neural networks for severe image restoration problems	43
Neural network approximation: Three hidden layers are enough	43
Bipartite synchronization of signed networks via aperiodically intermittent control based on discrete-time state observations	43
Fixed-time synchronization of stochastic memristor-based neural networks with adaptive control	43
Low Rank Regularization: A review	42
Fixed/Preassigned-time synchronization of quaternion-valued neural networks via pure power-law control	41
Synchronization criteria of delayed inertial neural networks with generally Markovian jumping	41
Graph Convolution Networks with manifold regularization for semi-supervised learning	41
Bilateral attention decoder: A lightweight decoder for real-time semantic segmentation	40
Weighted discriminative collaborative competitive representation for robust image classification	40
IGAGCN: Information geometry and attention-based spatiotemporal graph convolutional networks for traffic flow prediction	40
Neural optimal tracking control of constrained nonaffine systems with a wastewater treatment application	40
Transformers for modeling physical systems	39
Robot navigation as hierarchical active inference	39
Self-organized Operational Neural Networks with Generative Neurons	39
Finite-time cluster synchronization in complex-variable networks with fractional-order and nonlinear coupling	39
PM2.5 concentration modeling and prediction by using temperature-based deep belief network	39
Optimizing Deeper Spiking Neural Networks for Dynamic Vision Sensing	38
Detection of pancreatic cancer by convolutional-neural-network-assisted spontaneous Raman spectroscopy with critical feature visualization	38
Broad-UNet: Multi-scale feature learning for nowcasting tasks	38
Deep clustering with a Dynamic Autoencoder: From reconstruction towards centroids construction	38
SelfVIO: Self-supervised deep monocular Visual–Inertial Odometry and depth estimation	38
Event-triggered adaptive neural networks control for fractional-order nonstrict-feedback nonlinear systems with unmodeled dynamics and input saturation	37
Unsupervised Anomaly Detection in Stream Data with Online Evolving Spiking Neural Networks	37
T-Net: Nested encoder–decoder architecture for the main vessel segmentation in coronary angiography	37
A BERT based dual-channel explainable text emotion recognition system	36
Fractional-order discontinuous systems with indefinite LKFs: An application to fractional-order neural networks with time delays	36
Transfer learning for motor imagery based brain–computer interfaces: A tutorial	36
IHG-MA: Inductive heterogeneous graph multi-agent reinforcement learning for multi-intersection traffic signal control	36
Deep feature transfer learning for trusted and automated malware signature generation in private cloud environments	36
Error bounds for deep ReLU networks using the Kolmogorov–Arnold superposition theorem	35
Generative Adversarial Networks are special cases of Artificial Curiosity (1990) and also closely related to Predictability Minimization (1991)	35
Micro-cracks detection of solar cells surface via combining short-term and long-term deep features	35
Cluster stochastic synchronization of complex dynamical networks via fixed-time control scheme	35
Synchronization criteria for quaternion-valued coupled neural networks with impulses	35
Bidirectional stochastic configuration network for regression problems	35
MonkeyNet: A robust deep convolutional neural network for monkeypox disease detection and classification	35
Sparsity through evolutionary pruning prevents neuronal networks from overfitting	35
Preserving differential privacy in deep neural networks with relevance-based adaptive noise imposition	35
Landslide displacement interval prediction using lower upper bound estimation method with pre-trained random vector functional link network initialization	35
A global neural network learning machine: Coupled integer and fractional calculus operator with an adaptive learning scheme	35
Reconstruction of natural visual scenes from neural spikes with deep neural networks	34
Fixed-time synchronization of discontinuous competitive neural networks with time-varying delays	34
Structure learning with similarity preserving	34
A 3D deep supervised densely network for small organs of human temporal bone segmentation in CT images	34
DAPath: Distance-aware knowledge graph reasoning based on deep reinforcement learning	34
Consensus guided incomplete multi-view spectral clustering	34
Delay-distribution-dependent state estimation for neural networks under stochastic communication protocol with uncertain transition probabilities	34
Multiclass skin lesion localization and classification using deep learning based features fusion and selection framework for smart healthcare	34
Performance boost of time-delay reservoir computing by non-resonant clock cycle	34
A new Lyapunov functional for stability analysis of neutral-type Hopfield neural networks with multiple delays	34
Multistability of delayed fractional-order competitive neural networks	34
Learning lightweight super-resolution networks with weight pruning	34
Prediction of admission in pediatric emergency department with deep neural networks and triage textual data	34
Prespecified-time synchronization of switched coupled neural networks via smooth controllers	33
Residual Neural Network precisely quantifies dysarthria severity-level based on short-duration speech segments	33
Robust Optimization and Validation of Echo State Networks for learning chaotic dynamics	33
PyDiNet: Pyramid Dilated Network for medical image segmentation	33
Passive filter design for fractional-order quaternion-valued neural networks with neutral delays and external disturbance	33
Saturated impulsive control for synchronization of coupled delayed neural networks	33
Hybrid neural network with cost-sensitive support vector machine for class-imbalanced multimodal data	33
A Dual-Dimer method for training physics-constrained neural networks with minimax architecture	33

Real-time face & eye tracking and blink detection using event cameras	32
Sequential vessel segmentation via deep channel attention network	32
Cluster synchronization of delayed coupled neural networks: Delay-dependent distributed impulsive control	32
Finite-time stabilization of complex-valued neural networks with proportional delays and inertial terms: A non-separation approach	32
Relation-Guided Representation Learning	32
Exponential quasi-synchronization of coupled delayed memristive neural networks via intermittent event-triggered control	32
PC-GAIN: Pseudo-label conditional generative adversarial imputation networks for incomplete data	32
One-stage CNN detector-based benthonic organisms detection with limited training dataset	32
k-hop graph neural networks	31
Exponential synchronization of memristive neural networks with time-varying delays via quantized sliding-mode control	31
DART: Domain-Adversarial Residual-Transfer networks for unsupervised cross-domain image classification	31
Bipartite synchronization for inertia memristor-based neural networks on coopetition networks	31
A generative adversarial network approach to (ensemble) weather prediction	31
Memristor-based LSTM network with in situ training and its applications	31
Approximation rates for neural networks with encodable weights in smoothness spaces	31
GuidedStyle: Attribute knowledge guided style manipulation for semantic face editing	30
Tumor attention networks: Better feature selection, better tumor segmentation	30
Chimera states in hybrid coupled neuron populations	30
Dynamic event-based state estimation for delayed artificial neural networks with multiplicative noises: A gain-scheduled approach	30
Energy-efficient and damage-recovery slithering gait design for a snake-like robot based on reinforcement learning and inverse reinforcement learning	29
High tissue contrast image synthesis via multistage attention-GAN: Application to segmenting brain MR scans	29
Event-based master–slave synchronization of complex-valued neural networks via pinning impulsive control	29
Minimum spanning tree based graph neural network for emotion classification using EEG	29
Batch process fault detection for multi-stage broad learning system	29
Efficient correntropy-based multi-view clustering with anchor graph embedding	29
Modular deep reinforcement learning from reward and punishment for robot navigation	28
Spectral embedding network for attributed graph clustering	28
Training of deep neural networks for the generation of dynamic movement primitives	28
Novel results on finite-time stabilization of state-based switched chaotic inertial neural networks with distributed delays	28
World model learning and inference	28
Event-triggered fault-tolerant control for input-constrained nonlinear systems with mismatched disturbances via adaptive dynamic programming	28
Selective ensemble-based online adaptive deep neural networks for streaming data with concept drift	28
Finite-time synchronization of memristor neural networks via interval matrix method	28
Exponential synchronization of coupled neural networks under stochastic deception attacks	28
Fast Haar Transforms for Graph Neural Networks	28
Finite-time and sampled-data synchronization of complex dynamical networks subject to average dwell-time switching signal	28
Quantifying the separability of data classes in neural networks	27
Multi-view projected clustering with graph learning	27
Particle swarm optimized neural networks based local tracking control scheme of unknown nonlinear interconnected systems	27
Boundary Mittag-Leffler stabilization of fractional reaction–diffusion cellular neural networks	27
Deep learning based spectral CT imaging	27
Dense Residual Network: Enhancing global dense feature flow for character recognition	27
CSITime: Privacy-preserving human activity recognition using WiFi channel state information	27
CariGAN: Caricature generation through weakly paired adversarial learning	27
AMD-GAN: Attention encoder and multi-branch structure based generative adversarial networks for fundus disease detection from scanning laser ophthalmoscopy images	27
Deconvolutional neural network for image super-resolution	27
Fading memory echo state networks are universal	26
Extended analysis on the global Mittag-Leffler synchronization problem for fractional-order octonion-valued BAM neural networks	26
Event-triggered control for robust exponential synchronization of inertial memristive neural networks under parameter disturbance	26
Golden subject is everyone: A subject transfer neural network for motor imagery-based brain computer interfaces	26
SAM-GAN: Self-Attention supporting Multi-stage Generative Adversarial Networks for text-to-image synthesis	26
Multi-resolution modulation-filtered cochleagram feature for LSTM-based dimensional emotion recognition from speech	26
Prediction of N6-methyladenosine sites using convolution neural network model based on distributed feature representations	26
Supervised and semi-supervised probabilistic learning with deep neural networks for concurrent process-quality monitoring	26
Hybrid tensor decomposition in neural network compression	25
t-soft update of target network for deep reinforcement learning	25
Improved approach to the problem of the global Mittag-Leffler synchronization for fractional-order multidimension-valued BAM neural networks based on new inequalities	25
Levenberg–Marquardt multi-classification using hinge loss function	25
Multi-view graph embedding clustering network: Joint self-supervision and block diagonal representation	25
Bio-instantiated recurrent neural networks: Integrating neurobiology-based network topology in artificial networks	25
Synchronization of memristive neural networks with unknown parameters via event-triggered adaptive control	25
Deep reinforcement learning guided graph neural networks for brain network analysis	25
GHNN: Graph Harmonic Neural Networks for semi-supervised graph-level classification	25
Visual interaction networks: A novel bio-inspired computational model for image classification	25
Bridging multimedia heterogeneity gap via Graph Representation Learning for cross-modal retrieval	24
Finite-time synchronization of quaternion-valued neural networks with delays: A switching control method without decomposition	24
A hybrid quantum–classical neural network with deep residual learning	24
Progressive learning: A deep learning framework for continual learning	24
Dual self-paced multi-view clustering	24
Universal approximation with quadratic deep networks	24
H∞	24
Model-free motion control of continuum robots based on a zeroing neurodynamic approach	24
Vulnerability of classifiers to evolutionary generated adversarial examples	24
Multi-layer information fusion based on graph convolutional network for knowledge-driven herb recommendation	24
SDARE: A stacked denoising autoencoder method for game dynamics network structure reconstruction	24
LSTMED: An uneven dynamic process monitoring method based on LSTM and Autoencoder neural network	24
TSFD-Net: Tissue specific feature distillation network for nuclei segmentation and classification	24
ME-PLAN: A deep prototypical learning with local attention network for dynamic micro-expression recognition	24
Quantifying the generalization error in deep learning in terms of data distribution and neural network smoothness	23
Accurate and efficient sequential ensemble learning for highly imbalanced multi-class data	23
Emulation of wildland fire spread simulation using deep learning	23
NeuroBayesSLAM: Neurobiologically inspired Bayesian integration of multisensory information for robot navigation	23
Event-triggered delayed impulsive control for nonlinear systems with application to complex neural networks	23
Finite-time consensus control for multi-agent systems with full-state constraints and actuator failures	23
A continuous-time neurodynamic approach and its discretization for distributed convex optimization over multi-agent systems	23
Exact coexistence and locally asymptotic stability of multiple equilibria for fractional-order delayed Hopfield neural networks with Gaussian activation function	23
Attentional feature pyramid network for small object detection	23
Two-hidden-layer feed-forward networks are universal approximators: A constructive approach	23
Creating and concentrating quantum resource states in noisy environments using a quantum neural network	23
Discretely-constrained deep network for weakly supervised segmentation	23
SPLASH: Learnable activation functions for improving accuracy and adversarial robustness	23
Self-augmentation: Generalizing deep networks to unseen classes for few-shot learning	23
An improved Lyapunov functional with application to stability of Cohen–Grossberg neural networks of neutral-type with multiple delays	23
Multi-level Feature Interaction and Efficient Non-Local Information Enhanced Channel Attention for image dehazing	23
A classification-based approach to semi-supervised clustering with pairwise constraints	23