Frontiers in Neurorobotics

Papers
(The TQCC of Frontiers in Neurorobotics is 8. 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 2021-10-01 to 2025-10-01.)
ArticleCitations
Multimodal robotic music performance art based on GRU-GoogLeNet model fusing audiovisual perception124
Linking Multi-Layer Dynamical GCN With Style-Based Recalibration CNN for EEG-Based Emotion Recognition107
Reach Space Analysis of Baseline Differential Extrinsic Plasticity Control91
Semiactive Knee Orthotic Using a MR Damper and a Smart Insole to Control the Damping Force Sensing the Plantar Pressure88
Using enactive robotics to think outside of the problem-solving box: How sensorimotor contingencies constrain the forms of emergent autononomous habits83
A multi-scale robotic tool grasping method for robot state segmentation masks61
Editorial: Deformable object manipulation61
Critical review on the relationship between design variables and performance of dexterous hands: a quantitative analysis53
Monocular catadioptric panoramic depth estimation via improved end-to-end neural network model50
An improved graph factorization machine based on solving unbalanced game perception45
Editorial: Cognitive inspired aspects of robot learning41
Development and Electromyographic Validation of a Compliant Human-Robot Interaction Controller for Cooperative and Personalized Neurorehabilitation41
Improving the Robustness of Human-Machine Interactive Control for Myoelectric Prosthetic Hand During Arm Position Changing40
Design of a SMA-based soft composite structure for wearable rehabilitation gloves36
Green Supply Chain Optimization Based on BP Neural Network35
3D convolutional neural network based on spatial-spectral feature pictures learning for decoding motor imagery EEG signal35
Micro-Expression Recognition Based on Pixel Residual Sum and Cropped Gaussian Pyramid34
4D trajectory lightweight prediction algorithm based on knowledge distillation technique34
Vehicle recognition pipeline via DeepSort on aerial image datasets34
Location estimation based on feature mode matching with deep network models33
Exploring the effects of serial and parallel elasticity on a hopping robot32
DualFlow: Generating imperceptible adversarial examples by flow field and normalize flow-based model32
Comparison of machine learning and deep learning-based methods for locomotion mode recognition using a single inertial measurement unit31
Deep learning-based framework for real-time upper limb motion intention classification using combined bio-signals30
Side-Scan Sonar Image Segmentation Based on Multi-Channel CNN for AUV Navigation30
Editorial: Novel methods in embodied and enactive AI and cognition29
Numerical Optimization and Map-Based Manipulation With a Quadrupole Electromagnetic Actuated System29
Gradient adaptive sampling and multiple temporal scale 3D CNNs for tactile object recognition27
Dynamic Video Image Segmentation Based on Dual Channel Convolutional Kernel and Multi-Frame Feature Fusion27
Edge-guided feature fusion network for RGB-T salient object detection26
Intuitive and versatile bionic legs: a perspective on volitional control26
Editorial: Neuromorphic engineering for robotics26
Reinforcement learning based variable damping control of wearable robotic limbs for maintaining astronaut pose during extravehicular activity25
EEG-fNIRS-based hybrid image construction and classification using CNN-LSTM25
A review of rigid point cloud registration based on deep learning25
KalmanFormer: using transformer to model the Kalman Gain in Kalman Filters24
Remote intelligent perception system for multi-object detection23
Application of conditional generative adversarial network to multi-step car-following modeling23
Blind Face Restoration via Multi-Prior Collaboration and Adaptive Feature Fusion23
Toward accurate single image sand dust removal by utilizing uncertainty-aware neural network23
A semantic segmentation scheme for night driving improved by irregular convolution22
The Complexity of Remote Learning: A Neuroergonomical Discussion22
Building Effective Machine Learning Models for Ankle Joint Power Estimation During Walking Using FMG Sensors22
A method for the estimation of a motor unit innervation zone center position evaluated with a computational sEMG model22
A noise-suppressing neural network approach for upper limb human-machine interactive control based on sEMG signals21
The Role of Neuroergonomics in the Design of Personalized Prosthesis: Deepening the Centrality of Human Being21
Editorial: Neural network models in autonomous robotics21
Designing Physical Human-Robot Interaction Interfaces: A Scalable Method for Simulation Based Design20
Detection of tactile-based error-related potentials (ErrPs) in human-robot interaction20
Design Principles for Neurorobotics20
Editorial: Privacy-Preserving Deep Heterogeneous View Perception for Data Learning20
Editorial: Cross-Modal Learning: Adaptivity, Prediction and Interaction20
Robust visual SLAM algorithm based on target detection and clustering in dynamic scenarios19
Schizophrenia-Mimicking Layers Outperform Conventional Neural Network Layers19
Efficient recognition of dynamic user emotions based on deep neural networks19
Eye-Tracking Feature Extraction for Biometric Machine Learning19
A multi-scale pooling convolutional neural network for accurate steel surface defects classification19
LST-EMG-Net: Long short-term transformer feature fusion network for sEMG gesture recognition18
Autonomous driving controllers with neuromorphic spiking neural networks18
Real-time fault detection for IIoT facilities using GA-Att-LSTM based on edge-cloud collaboration18
Optimization of robotic path planning and navigation point configuration based on convolutional neural networks18
Adaptive optimal output regulation for wheel-legged robot Ollie: A data-driven approach18
Graph MADDPG with RNN for multiagent cooperative environment17
Wearable Robots: An Original Mechatronic Design of a Hand Exoskeleton for Assistive and Rehabilitative Purposes17
Cross Task Modality Alignment Network for Sketch Face Recognition17
MPPTM: A Bio-Inspired Approach for Online Path Planning and High-Accuracy Tracking of UAVs16
A Hybrid 3D Printed Hand Prosthesis Prototype Based on sEMG and a Fully Embedded Computer Vision System16
MCR-ALS-based muscle synergy extraction method combined with LSTM neural network for motion intention detection16
Enacting Plant-Inspired Robotics16
Shared Control of Bimanual Robotic Limbs With a Brain-Machine Interface for Self-Feeding16
Latent space improved masked reconstruction model for human skeleton-based action recognition16
NeuroVI-based new datasets and space attention network for the recognition and falling detection of delivery packages16
When neuro-robots go wrong: A review16
Human skill knowledge guided global trajectory policy reinforcement learning method16
Editorial: Recent advances in image fusion and quality improvement for cyber-physical systems16
Bio-inspired neural networks for decision-making mechanisms and neuromodulation for motor control in a differential robot16
Editorial: Neurorobotics and strategies for adaptive human-machine interaction, volume II16
Editorial: Rising stars in neurorobotics 202116
ClueDepth Grasp: Leveraging positional clues of depth for completing depth of transparent objects16
Transformer-based progressive residual network for single image dehazing16
Construction of multi-robot platform based on dobot robots15
Editorial: Focus on methods: neural algorithms for bio-inspired robotics15
A self-learning Monte Carlo tree search algorithm for robot path planning15
Study on the enhancement method of online monitoring image of dense fog environment with power lines in smart city15
Research on automatic pilot repetition generation method based on deep reinforcement learning15
Neurorobotic reinforcement learning for domains with parametrical uncertainty15
Situated Neural Representations: Solving the Problems of Content14
A survey of path planning of industrial robots based on rapidly exploring random trees14
Testing technology for tensile properties of metal materials based on deep learning model14
Mining local and global spatiotemporal features for tactile object recognition14
EEG-based action anticipation in human-robot interaction: a comparative pilot study14
An adaptive discretized RNN algorithm for posture collaboration motion control of constrained dual-arm robots14
Multi-modal remote perception learning for object sensory data14
Contralaterally EMG-triggered functional electrical stimulation during serious gaming for upper limb stroke rehabilitation: a feasibility study14
A parameter-free learning automaton scheme14
Evaluation of Optimal Control Approaches for Predicting Active Knee-Ankle-Foot-Orthosis Motion for Individuals With Spinal Cord Injury13
Improved object detection method for unmanned driving based on Transformers13
Harmonizing minds and machines: survey on transformative power of machine learning in music13
Adaptive load feedback robustly signals force dynamics in robotic model of Carausius morosus stepping13
Cloth manipulation planning on basis of mesh representations with incomplete domain knowledge and voxel-to-mesh estimation13
An Intelligent Self-Driving Truck System for Highway Transportation13
A brain-inspired robot pain model based on a spiking neural network13
An improved adaptive triangular mesh-based image warping method13
Siamese hierarchical feature fusion transformer for efficient tracking13
DRFnet: Dynamic receptive field network for object detection and image recognition13
Enhanced You Only Look Once X for surface defect detection of strip steel13
Fabric Classification Using a Finger-Shaped Tactile Sensor via Robotic Sliding13
A Natural Human-Drone Embodied Interface: Empirical Comparison With a Traditional Interface13
Unmanned aerial vehicle based multi-person detection via deep neural network models12
Re-learning mental representation of walking after a brain lesion. Effects of a cognitive-motor training with a robotic orthosis12
ModuCLIP: multi-scale CLIP framework for predicting foundation pit deformation in multi-modal robotic systems12
Multi-view SoftPool attention convolutional networks for 3D model classification12
Adaptive visual–tactile fusion recognition for robotic operation of multi-material system12
Resolving uncertainty on the fly: modeling adaptive driving behavior as active inference12
Editorial: Efficient deep neural network for intelligent robot system: Focusing on visual signal processing12
A new online detection method of tobacco impurities for tobacco robot12
Learning robotic manipulation skills with multiple semantic goals by conservative curiosity-motivated exploration12
Variable Impedance Control Based on Target Position and Tracking Error for Rehabilitation Robots During a Reaching Task12
EEG-driven automatic generation of emotive music based on transformer12
Effects of Individualized Gait Rehabilitation Robotics for Gait Training on Hemiplegic Patients: Before-After Study in the Same Person12
Actuation delay compensation of robots in semi-physical test12
E2VIDX: improved bridge between conventional vision and bionic vision12
Design, Implementation, and Evaluation of a Variable Stiffness Transradial Hand Prosthesis11
Real-time location of acupuncture points based on anatomical landmarks and pose estimation models11
Editorial: Recent advances in artificial neural networks and embedded systems for multi-source image fusion11
Interaction learning control with movement primitives for lower limb exoskeleton11
Deep Reinforcement Learning Based Trajectory Planning Under Uncertain Constraints11
SmartFPS: Neural network based wireless-inertial fusion positioning system11
Spasticity evaluation with the Amadeo Tyromotion device in patients with hemispheric stroke11
Recent Machine Learning Progress in Lower Limb Running Biomechanics With Wearable Technology: A Systematic Review11
A portable EEG signal acquisition system and a limited-electrode channel classification network for SSVEP11
Editorial: Methods and applications in neurorobotics10
Application of Deep Convolution Network Algorithm in Sports Video Hot Spot Detection10
Rethinking 1D convolution for lightweight semantic segmentation10
Multi-Scale Feature Fusion Convolutional Neural Network for Indoor Small Target Detection10
A detection method of the rescue targets in the marine casualty based on improved YOLOv5s10
An enactivist-inspired mathematical model of cognition10
Editorial: Brain-inspired navigation and sensing for robots10
SentiMedQAer: A Transfer Learning-Based Sentiment-Aware Model for Biomedical Question Answering10
Anomaly detection in images with shared autoencoders10
Comparison of LSTM, Transformers, and MLP-mixer neural networks for gaze based human intention prediction10
Automatic vessel plate number recognition for surface unmanned vehicles with marine applications10
Adaptation Strategies for Personalized Gait Neuroprosthetics10
An efficient grasping shared control architecture for unpredictable and unspecified tasks10
A novel signal channel attention network for multi-modal emotion recognition10
Improved Feature Point Pair Purification Algorithm Based on SIFT During Endoscope Image Stitching10
Underwater Localization and Mapping Based on Multi-Beam Forward Looking Sonar10
Model pruning based on filter similarity for edge device deployment10
An Enhanced Positional Error Compensation Method for Rock Drilling Robots Based on LightGBM and RBFN10
Improving Walking Economy With an Ankle Exoskeleton Prior to Human-in-the-Loop Optimization9
Application of the robot-assisted implantation in deep brain stimulation9
Human-robot planar co-manipulation of extended objects: data-driven models and control from human-human dyads9
An autonomous mobile robot path planning strategy using an enhanced slime mold algorithm9
A Framework for Composite Layup Skill Learning and Generalizing Through Teleoperation9
A fabric-based soft hand exoskeleton for assistance: the ExHand Exoskeleton9
Mutual Skill Learning and Adaptability to Others via Haptic Interaction9
Carving Up Participation: Sense-Making and Sociomorphing for Artificial Minds9
A Survey of Multifingered Robotic Manipulation: Biological Results, Structural Evolvements, and Learning Methods9
Recent advancements in multimodal human–robot interaction9
A Multi-Information Fusion Method for Gait Phase Classification in Lower Limb Rehabilitation Exoskeleton9
A novel activation function based recurrent neural networks and their applications on sentiment classification and dynamic problems solving9
MusicARLtrans Net: a multimodal agent interactive music education system driven via reinforcement learning9
Performance Evaluation of EEG Based Mental Stress Assessment Approaches for Wearable Devices9
Attention-Guided Multi-Scale Feature Fusion Network for Low-Light Image Enhancement9
Robust tracking for functional electrical stimulation cycling with unknown time-varying input delays: A switched systems approach9
Viewpoint planning with transition management for active object recognition9
Building an Affordances Map With Interactive Perception9
Dance emotion recognition based on linear predictive Meir frequency cepstrum coefficient and bidirectional long short-term memory from robot environment9
On Differential Mechanisms for Underactuated, Lightweight, Adaptive Prosthetic Hands9
Progressive Multi-Scale Vision Transformer for Facial Action Unit Detection9
Editorial: Intellisense, guidance, control, and risk assessment of autonomous marine vehicles9
Dexterous Manipulation for Multi-Fingered Robotic Hands With Reinforcement Learning: A Review9
Editorial: Patient cooperative robotics in neurorehabilitation9
Fusion inception and transformer network for continuous estimation of finger kinematics from surface electromyography9
Ring attractor bio-inspired neural network for social robot navigation9
Editorial: Rehabilitation robotics: Challenges in design, control, and real applications8
Recognition of musical beat and style and applications in interactive humanoid robot8
Directional Spatial and Spectral Attention Network (DSSA Net) for EEG-based emotion recognition8
Vahagn: VisuAl Haptic Attention Gate Net for slip detection8
Editorial: Perception recovery and augmentation in medical robotics8
Imitation-relaxation reinforcement learning for sparse badminton strikes via dynamic trajectory generation8
Model-Based and Model-Free Replay Mechanisms for Reinforcement Learning in Neurorobotics8
Voting based double-weighted deterministic extreme learning machine model and its application8
Coordinating human-robot collaboration by EEG-based human intention prediction and vigilance control8
Cascade contour-enhanced panoptic segmentation for robotic vision perception8
Research on multi-robot collaborative operation in logistics and warehousing using A3C optimized YOLOv5-PPO model8
Rail surface defect data enhancement method based on improved ACGAN8
Multi-channel high-order network representation learning research8
ACA-Net: adaptive context-aware network for basketball action recognition8
A lightweight multi-dimension dynamic convolutional network for real-time semantic segmentation8
Brain-Inspired Domain-Incremental Adaptive Detection for Autonomous Driving8
Multi-user motion recognition using sEMG via discriminative canonical correlation analysis and adaptive dimensionality reduction8
Error-Related Negativity-Based Robot-Assisted Stroke Rehabilitation System: Design and Proof-of-Concept8
Harmonic Noise-Tolerant ZNN for Dynamic Matrix Pseudoinversion and Its Application to Robot Manipulator8
Mind the matter: Active matter, soft robotics, and the making of bio-inspired artificial intelligence8
Editorial: Towards a novel paradigm in brain-inspired computer vision8
A Fusion Algorithm of Object Detection and Tracking for Unmanned Surface Vehicles8
Online learning fuzzy echo state network with applications on redundant manipulators8
Adaptive Interlimb Coordination Mechanism for Hexapod Locomotion Based on Active Load Sensing8
A novel silent speech recognition approach based on parallel inception convolutional neural network and Mel frequency spectral coefficient8
The comparison of electroencephalography power and event related potential in success and failure during multitask game8
Editorial: EMG/EEG Signals-Based Control of Assistive and Rehabilitation Robots8
Design of a Bio-Inspired Gait Phase Decoder Based on Temporal Convolution Network Architecture With Contralateral Surface Electromyography Toward Hip Prosthesis Control8
Analysis and experiment of a positioning and pointing mechanism based on the stick–slip driving principle8
Weighted residual network for SAR automatic target recognition with data augmentation8
Design and dynamic analysis of jumping wheel-legged robot in complex terrain environment8
Estimation of knee joint movement using single-channel sEMG signals with a feature-guided convolutional neural network8
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