Neural Networks

Papers
(The H4-Index of Neural Networks is 61. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-03-01 to 2024-03-01.)
ArticleCitations
Deep learning on image denoising: An overview491
Attention-guided CNN for image denoising373
Transductive LSTM for time-series prediction: An application to weather forecasting246
EEG based multi-class seizure type classification using convolutional neural network and transfer learning236
Backpropagation algorithms and Reservoir Computing in Recurrent Neural Networks for the forecasting of complex spatiotemporal dynamics225
A novel multi-modal machine learning based approach for automatic classification of EEG recordings in dementia179
A survey on modern trainable activation functions178
Chaos in fractional-order discrete neural networks with application to image encryption166
Improved recurrent neural network-based manipulator control with remote center of motion constraints: Experimental results164
Exploiting dynamic spatio-temporal graph convolutional neural networks for citywide traffic flows prediction153
Heart sound classification based on improved MFCC features and convolutional recurrent neural networks150
Speaker recognition based on deep learning: An overview148
Towards explainable deep neural networks (xDNN)147
Adaptive transfer learning for EEG motor imagery classification with deep Convolutional Neural Network146
A new fixed-time stability theorem and its application to the fixed-time synchronization of neural networks135
Supervised learning in spiking neural networks: A review of algorithms and evaluations134
Contextual encoder–decoder network for visual saliency prediction122
A gentle introduction to deep learning for graphs120
NFN+: A novel network followed network for retinal vessel segmentation117
Event-triggered synchronization of discrete-time neural networks: A switching approach114
Interpolation consistency training for semi-supervised learning108
Theory of deep convolutional neural networks: Downsampling108
Deep learning, reinforcement learning, and world models107
A deep CNN approach to decode motor preparation of upper limbs from time–frequency maps of EEG signals at source level106
Partial transfer learning in machinery cross-domain fault diagnostics using class-weighted adversarial networks101
FPGAN: Face de-identification method with generative adversarial networks for social robots92
Bifurcations in a fractional-order BAM neural network with four different delays91
Automated classification of cells into multiple classes in epithelial tissue of oral squamous cell carcinoma using transfer learning and convolutional neural network90
Global exponential synchronization of delayed memristive neural networks with reaction–diffusion terms85
Necessary conditions for STDP-based pattern recognition learning in a memristive spiking neural network83
Impulsive synchronization of coupled delayed neural networks with actuator saturation and its application to image encryption83
Convergence of the RMSProp deep learning method with penalty for nonconvex optimization82
Neonatal seizure detection from raw multi-channel EEG using a fully convolutional architecture81
A comprehensive study of class incremental learning algorithms for visual tasks79
AdaEn-Net: An ensemble of adaptive 2D–3D Fully Convolutional Networks for medical image segmentation79
Adversarial text-to-image synthesis: A review79
Exponential and adaptive synchronization of inertial complex-valued neural networks: A non-reduced order and non-separation approach77
High-dimensional dynamics of generalization error in neural networks76
Learning physical properties in complex visual scenes: An intelligent machine for perceiving blood flow dynamics from static CT angiography imaging76
Intermittent control for finite-time synchronization of fractional-order complex networks76
Controller design for finite-time and fixed-time stabilization of fractional-order memristive complex-valued BAM neural networks with uncertain parameters and time-varying delays74
Multi-scale Attention Convolutional Neural Network for time series classification72
Missing data imputation with adversarially-trained graph convolutional networks72
Multiple Discrimination and Pairwise CNN for view-based 3D object retrieval72
Periodic event-triggered adaptive tracking control design for nonlinear discrete-time systems via reinforcement learning68
Observer-based adaptive neural tracking control for a class of nonlinear systems with prescribed performance and input dead-zone constraints68
Resilient fault-tolerant anti-synchronization for stochastic delayed reaction–diffusion neural networks with semi-Markov jump parameters68
MGLNN: Semi-supervised learning via Multiple Graph Cooperative Learning Neural Networks67
SympNets: Intrinsic structure-preserving symplectic networks for identifying Hamiltonian systems67
Interpretable and lightweight convolutional neural network for EEG decoding: Application to movement execution and imagination66
An EEG channel selection method for motor imagery based brain–computer interface and neurofeedback using Granger causality65
Residual wide-kernel deep convolutional auto-encoder for intelligent rotating machinery fault diagnosis with limited samples64
Training high-performance and large-scale deep neural networks with full 8-bit integers63
Further results on finite-time synchronization of delayed inertial memristive neural networks via a novel analysis method63
Bifurcations in a fractional-order neural network with multiple leakage delays63
Brain MRI analysis using a deep learning based evolutionary approach62
PET image super-resolution using generative adversarial networks62
Hybrid multi-mode machine learning-based fault diagnosis strategies with application to aircraft gas turbine engines62
CNN–MHSA: A Convolutional Neural Network and multi-head self-attention combined approach for detecting phishing websites62
Comparing SNNs and RNNs on neuromorphic vision datasets: Similarities and differences61
Synchronization of complex networks with time-varying delay of unknown bound via delayed impulsive control61
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