OOIR: Observatory of International Research

Papers

(The TQCC of Frontiers in Neuroinformatics is 6. 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 2020-11-01 to 2024-11-01.)

Article	Citations
Automatic Diagnosis of Schizophrenia in EEG Signals Using CNN-LSTM Models	102
Clinica: An Open-Source Software Platform for Reproducible Clinical Neuroscience Studies	62
Review of Deep Learning Approaches for the Segmentation of Multiple Sclerosis Lesions on Brain MRI	58
Machine Learning Methods for Diagnosing Autism Spectrum Disorder and Attention- Deficit/Hyperactivity Disorder Using Functional and Structural MRI: A Survey	53
SARA-GAN: Self-Attention and Relative Average Discriminator Based Generative Adversarial Networks for Fast Compressed Sensing MRI Reconstruction	49
X-Vectors: New Quantitative Biomarkers for Early Parkinson's Disease Detection From Speech	44
neuPrint: An open access tool for EM connectomics	43
Half-UNet: A Simplified U-Net Architecture for Medical Image Segmentation	39
CoMB-Deep: Composite Deep Learning-Based Pipeline for Classifying Childhood Medulloblastoma and Its Classes	36
An Evaluation of the EEG Alpha-to-Theta and Theta-to-Alpha Band Ratios as Indexes of Mental Workload	32
PyGeNN: A Python Library for GPU-Enhanced Neural Networks	31
3D Segmentation of Perivascular Spaces on T1-Weighted 3 Tesla MR Images With a Convolutional Autoencoder and a U-Shaped Neural Network	29
Machine learning for autism spectrum disorder diagnosis using structural magnetic resonance imaging: Promising but challenging	28
DarkASDNet: Classification of ASD on Functional MRI Using Deep Neural Network	28
Deep Learning in Large and Multi-Site Structural Brain MR Imaging Datasets	27
Bridging Scales in Alzheimer's Disease: Biological Framework for Brain Simulation With The Virtual Brain	26
Modernizing the NEURON Simulator for Sustainability, Portability, and Performance	26
NeuroRA: A Python Toolbox of Representational Analysis From Multi-Modal Neural Data	26
BIDScoin: A User-Friendly Application to Convert Source Data to Brain Imaging Data Structure	25
THINGSvision: A Python Toolbox for Streamlining the Extraction of Activations From Deep Neural Networks	24
Microglial morphometric analysis: so many options, so little consistency	23
DR-IIXRN : Detection Algorithm of Diabetic Retinopathy Based on Deep Ensemble Learning and Attention Mechanism	22
FN-OCT: Disease Detection Algorithm for Retinal Optical Coherence Tomography Based on a Fusion Network	21
Scale-free and oscillatory spectral measures of sleep stages in humans	21
Medical Image Interpolation Using Recurrent Type-2 Fuzzy Neural Network	20

TReC: Transferred ResNet and CBAM for Detecting Brain Diseases	20
Multi-Scale Graph Representation Learning for Autism Identification With Functional MRI	19
A Toolbox and Crowdsourcing Platform for Automatic Labeling of Independent Components in Electroencephalography	19
QuNex—An integrative platform for reproducible neuroimaging analytics	18
A Systematic Approach for Explaining Time and Frequency Features Extracted by Convolutional Neural Networks From Raw Electroencephalography Data	18
Semi-Supervised Learning in Medical Images Through Graph-Embedded Random Forest	16
SparNet: A Convolutional Neural Network for EEG Space-Frequency Feature Learning and Depression Discrimination	16
Comparison of Resampling Techniques for Imbalanced Datasets in Machine Learning: Application to Epileptogenic Zone Localization From Interictal Intracranial EEG Recordings in Patients With Focal Epile	15
vol2Brain: A New Online Pipeline for Whole Brain MRI Analysis	14
Integrative Base Ontology for the Research Analysis of Alzheimer’s Disease-Related Mild Cognitive Impairment	14
Constructing Brain Connectivity Model Using Causal Network Reconstruction Approach	14
A Validation of Supervised Deep Learning for Gait Analysis in the Cat	13
QDECR: A Flexible, Extensible Vertex-Wise Analysis Framework in R	13
Multi-Dimensional Enhanced Seizure Prediction Framework Based on Graph Convolutional Network	13
Large-scale biophysically detailed model of somatosensory thalamocortical circuits in NetPyNE	13
A Quick and Easy Way to Estimate Entropy and Mutual Information for Neuroscience	12
Development of a Non-invasive Deep Brain Stimulator With Precise Positioning and Real-Time Monitoring of Bioimpedance	12
JUN and PDGFRA as Crucial Candidate Genes for Childhood Autism Spectrum Disorder	12
Feature Selection Techniques for a Machine Learning Model to Detect Autonomic Dysreflexia	12
The Brain Observatory Storage Service and Database (BossDB): A Cloud-Native Approach for Petascale Neuroscience Discovery	12
Novel methods for elucidating modality importance in multimodal electrophysiology classifiers	11
Multi-threshold image segmentation for melanoma based on Kapur’s entropy using enhanced ant colony optimization	11
FlywheelTools: Data Curation and Manipulation on the Flywheel Platform	10
The Stroke Neuro-Imaging Phenotype Repository: An Open Data Science Platform for Stroke Research	10
2.5D and 3D segmentation of brain metastases with deep learning on multinational MRI data	10
Machine Learning Techniques for the Diagnosis of Schizophrenia Based on Event-Related Potentials	10
Brian2CUDA: Flexible and Efficient Simulation of Spiking Neural Network Models on GPUs	10
Regional Brain Fusion: Graph Convolutional Network for Alzheimer's Disease Prediction and Analysis	10
Comparative Study of Multi-Delay Pseudo-Continuous Arterial Spin Labeling Perfusion MRI and CT Perfusion in Ischemic Stroke Disease	10
Bioinformatic Analysis of the Proteome in Exosomes Derived From Plasma: Exosomes Involved in Cholesterol Metabolism Process of Patients With Spinal Cord Injury in the Acute Phase	9
An Automated Approach for the Detection of Alzheimer's Disease From Resting State Electroencephalography	9
Multimodal Ensemble Deep Learning to Predict Disruptive Behavior Disorders in Children	9
Comparing the Electrophysiology and Morphology of Human and Mouse Layer 2/3 Pyramidal Neurons With Bayesian Networks	9
MP3: Medical Software for Processing Multi-Parametric Images Pipelines	9
Neural network system for analyzing statistical factors of patients for predicting the survival of dental implants	9
Deploying and Optimizing Embodied Simulations of Large-Scale Spiking Neural Networks on HPC Infrastructure	9
Novel Hybrid Brain-Computer Interface for Virtual Reality Applications Using Steady-State Visual-Evoked Potential-Based Brain–Computer Interface and Electrooculogram-Based Eye Tracking for Increased I	9
Prediction model for suicide based on back propagation neural network and multilayer perceptron	9
Brian2Loihi: An emulator for the neuromorphic chip Loihi using the spiking neural network simulator Brian	9
Browsing Multiple Subjects When the Atlas Adaptation Cannot Be Achieved via a Warping Strategy	9
A review: Music-emotion recognition and analysis based on EEG signals	8
On the Minimal Amount of EEG Data Required for Learning Distinctive Human Features for Task-Dependent Biometric Applications	8
Time-Frequency Representations of Brain Oscillations: Which One Is Better?	8
Advancing Prediction of Risk of Intraoperative Massive Blood Transfusion in Liver Transplantation With Machine Learning Models. A Multicenter Retrospective Study	8
Fiber Clustering Acceleration With a Modified Kmeans++ Algorithm Using Data Parallelism	8
A Robust Modular Automated Neuroimaging Pipeline for Model Inputs to TheVirtualBrain	8
An RBF neural network based on improved black widow optimization algorithm for classification and regression problems	8
Extended Invariant Information Clustering Is Effective for Leave-One-Site-Out Cross-Validation in Resting State Functional Connectivity Modeling	8
Statistical Analysis of Graph-Theoretic Indices to Study EEG-TMS Connectivity in Patients With Depression	8
A systematic comparison of deep learning methods for EEG time series analysis	7

Fast Simulation of a Multi-Area Spiking Network Model of Macaque Cortex on an MPI-GPU Cluster	7
Studying the Factors of Human Carotid Atherosclerotic Plaque Rupture, by Calculating Stress/Strain in the Plaque, Based on CEUS Images: A Numerical Study	7
Decoding EEG rhythms offline and online during motor imagery for standing and sitting based on a brain-computer interface	7
EDEN: A High-Performance, General-Purpose, NeuroML-Based Neural Simulator	7
Deep Neuro-Vision Embedded Architecture for Safety Assessment in Perceptive Advanced Driver Assistance Systems: The Pedestrian Tracking System Use-Case	7
Knowledge Representation for Multi-Scale Physiology Route Modeling	7
Routing Brain Traffic Through the Von Neumann Bottleneck: Parallel Sorting and Refactoring	7
Identifying Boys With Autism Spectrum Disorder Based on Whole-Brain Resting-State Interregional Functional Connections Using a Boruta-Based Support Vector Machine Approach	7
NIRS-ICA: A MATLAB Toolbox for Independent Component Analysis Applied in fNIRS Studies	7
A Modular Workflow for Performance Benchmarking of Neuronal Network Simulations	7
Interpretable evaluation for the Brunnstrom recovery stage of the lower limb based on wearable sensors	7
LLRHNet: Multiple Lesions Segmentation Using Local-Long Range Features	7
Age-Specific Adult Rat Brain MRI Templates and Tissue Probability Maps	7
Providing Evidence for the Null Hypothesis in Functional Magnetic Resonance Imaging Using Group-Level Bayesian Inference	7
Local Label Point Correction for Edge Detection of Overlapping Cervical Cells	7
bSRWPSO-FKNN: A boosted PSO with fuzzy K-nearest neighbor classifier for predicting atopic dermatitis disease	7
A Hybrid Deep Learning Method for Early and Late Mild Cognitive Impairment Diagnosis With Incomplete Multimodal Data	7
Supervised Learning With Perceptual Similarity for Multimodal Gene Expression Registration of a Mouse Brain Atlas	7
Towards Bridging the Gap Between Computational Intelligence and Neuroscience in Brain-Computer Interfaces With a Common Description of Systems and Data	6
A Tensor-Based Framework for rs-fMRI Classification and Functional Connectivity Construction	6
A Spelling Paradigm With an Added Red Dot Improved the P300 Speller System Performance	6
Effects of Visual Attentional Load on the Tactile Sensory Memory Indexed by Somatosensory Mismatch Negativity	6
Validation and Diagnostic Performance of a CFD-Based Non-invasive Method for the Diagnosis of Aortic Coarctation	6
Embedding Functional Brain Networks in Low Dimensional Spaces Using Manifold Learning Techniques	6
Intradialytic hypotension prediction using covariance matrix-driven whale optimizer with orthogonal structure-assisted extreme learning machine	6
Temporal and spatial dynamic propagation of electroencephalogram by combining power spectral and synchronization in childhood absence epilepsy	6
The role of wrist-worn technology in the management of Parkinson’s disease in daily life: A narrative review	6
BrainQuake: An Open-Source Python Toolbox for the Stereoelectroencephalography Spatiotemporal Analysis	6
A standardized accelerometry method for characterizing tremor: Application and validation in an ageing population with postural and action tremor	6
CoBeL-RL: A neuroscience-oriented simulation framework for complex behavior and learning	6
From End to End: Gaining, Sorting, and Employing High-Density Neural Single Unit Recordings	6
Self-Regulation in the Time of Lockdown	6
Evaluation of Task fMRI Decoding With Deep Learning on a Small Sample Dataset	6
Magnetic Resonance Imaging Sequence Identification Using a Metadata Learning Approach	6