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 2020-04-01 to 2024-04-01.)

Article	Citations
Automatic Diagnosis of Schizophrenia in EEG Signals Using CNN-LSTM Models	84
A Systemic Review of Available Low-Cost EEG Headsets Used for Drowsiness Detection	79
A Machine Learning Approach for the Differential Diagnosis of Alzheimer and Vascular Dementia Fed by MRI Selected Features	69
Clinica: An Open-Source Software Platform for Reproducible Clinical Neuroscience Studies	56
Review of Deep Learning Approaches for the Segmentation of Multiple Sclerosis Lesions on Brain MRI	51
SARA-GAN: Self-Attention and Relative Average Discriminator Based Generative Adversarial Networks for Fast Compressed Sensing MRI Reconstruction	48
Machine Learning Methods for Diagnosing Autism Spectrum Disorder and Attention- Deficit/Hyperactivity Disorder Using Functional and Structural MRI: A Survey	41
X-Vectors: New Quantitative Biomarkers for Early Parkinson's Disease Detection From Speech	34
Nutil: A Pre- and Post-processing Toolbox for Histological Rodent Brain Section Images	31
EEG Signal Reconstruction Using a Generative Adversarial Network With Wasserstein Distance and Temporal-Spatial-Frequency Loss	30
CoMB-Deep: Composite Deep Learning-Based Pipeline for Classifying Childhood Medulloblastoma and Its Classes	30
neuPrint: An open access tool for EM connectomics	29
Half-UNet: A Simplified U-Net Architecture for Medical Image Segmentation	26
PyGeNN: A Python Library for GPU-Enhanced Neural Networks	26
DarkASDNet: Classification of ASD on Functional MRI Using Deep Neural Network	24
Simulation of a Human-Scale Cerebellar Network Model on the K Computer	22
Bridging Scales in Alzheimer's Disease: Biological Framework for Brain Simulation With The Virtual Brain	21
NeuroRA: A Python Toolbox of Representational Analysis From Multi-Modal Neural Data	20
Deep Learning in Large and Multi-Site Structural Brain MR Imaging Datasets	20
An Evaluation of the EEG Alpha-to-Theta and Theta-to-Alpha Band Ratios as Indexes of Mental Workload	19
3D Segmentation of Perivascular Spaces on T1-Weighted 3 Tesla MR Images With a Convolutional Autoencoder and a U-Shaped Neural Network	19
Medical Image Interpolation Using Recurrent Type-2 Fuzzy Neural Network	18
TReC: Transferred ResNet and CBAM for Detecting Brain Diseases	18
Beware (Surprisingly Common) Left-Right Flips in Your MRI Data: An Efficient and Robust Method to Check MRI Dataset Consistency Using AFNI	18
Machine learning for autism spectrum disorder diagnosis using structural magnetic resonance imaging: Promising but challenging	17

A Toolbox and Crowdsourcing Platform for Automatic Labeling of Independent Components in Electroencephalography	16
THINGSvision: A Python Toolbox for Streamlining the Extraction of Activations From Deep Neural Networks	16
BIDScoin: A User-Friendly Application to Convert Source Data to Brain Imaging Data Structure	16
Modernizing the NEURON Simulator for Sustainability, Portability, and Performance	16
A Systematic Approach for Explaining Time and Frequency Features Extracted by Convolutional Neural Networks From Raw Electroencephalography Data	16
DR-IIXRN : Detection Algorithm of Diabetic Retinopathy Based on Deep Ensemble Learning and Attention Mechanism	16
FN-OCT: Disease Detection Algorithm for Retinal Optical Coherence Tomography Based on a Fusion Network	15
Multi-Scale Graph Representation Learning for Autism Identification With Functional MRI	14
Semi-Supervised Learning in Medical Images Through Graph-Embedded Random Forest	14
Classification of Schizophrenia by Functional Connectivity Strength Using Functional Near Infrared Spectroscopy	13
Sammba-MRI: A Library for Processing SmAll-MaMmal BrAin MRI Data in Python	13
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	13
Integrative Base Ontology for the Research Analysis of Alzheimer’s Disease-Related Mild Cognitive Impairment	13
A Quantitative EEG Toolbox for the MNI Neuroinformatics Ecosystem: Normative SPM of EEG Source Spectra	12
A Validation of Supervised Deep Learning for Gait Analysis in the Cat	12
Primary Categorizing and Masking Cerebral Small Vessel Disease Based on “Deep Learning System”	12
Scale-free and oscillatory spectral measures of sleep stages in humans	12
Multi-Dimensional Enhanced Seizure Prediction Framework Based on Graph Convolutional Network	12
QDECR: A Flexible, Extensible Vertex-Wise Analysis Framework in R	12
Large-scale biophysically detailed model of somatosensory thalamocortical circuits in NetPyNE	12
A Quick and Easy Way to Estimate Entropy and Mutual Information for Neuroscience	11
A Multicenter Preclinical MRI Study: Definition of Rat Brain Relaxometry Reference Maps	11
Development of a Non-invasive Deep Brain Stimulator With Precise Positioning and Real-Time Monitoring of Bioimpedance	11
The Brain Observatory Storage Service and Database (BossDB): A Cloud-Native Approach for Petascale Neuroscience Discovery	10
Feature Selection Techniques for a Machine Learning Model to Detect Autonomic Dysreflexia	10
Comparative Study of Multi-Delay Pseudo-Continuous Arterial Spin Labeling Perfusion MRI and CT Perfusion in Ischemic Stroke Disease	10
vol2Brain: A New Online Pipeline for Whole Brain MRI Analysis	10
SparNet: A Convolutional Neural Network for EEG Space-Frequency Feature Learning and Depression Discrimination	10
QuNex—An integrative platform for reproducible neuroimaging analytics	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
Novel methods for elucidating modality importance in multimodal electrophysiology classifiers	9
Sparse Logistic Regression With L1/2 Penalty for Emotion Recognition in Electroencephalography Classification	9
Deploying and Optimizing Embodied Simulations of Large-Scale Spiking Neural Networks on HPC Infrastructure	8
Brian2CUDA: Flexible and Efficient Simulation of Spiking Neural Network Models on GPUs	8
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	8
An Automated Approach for the Detection of Alzheimer's Disease From Resting State Electroencephalography	8
Multimodal Ensemble Deep Learning to Predict Disruptive Behavior Disorders in Children	8
Comparing the Electrophysiology and Morphology of Human and Mouse Layer 2/3 Pyramidal Neurons With Bayesian Networks	8
Constructing Brain Connectivity Model Using Causal Network Reconstruction Approach	8
From Coarse to Fine-Grained Parcellation of the Cortical Surface Using a Fiber-Bundle Atlas	8
Advances in Astrocyte Computational Models: From Metabolic Reconstructions to Multi-omic Approaches	8
The Stroke Neuro-Imaging Phenotype Repository: An Open Data Science Platform for Stroke Research	8
2.5D and 3D segmentation of brain metastases with deep learning on multinational MRI data	8
Prediction model for suicide based on back propagation neural network and multilayer perceptron	8
Editorial: Reproducibility and Rigour in Computational Neuroscience	8
Routing Brain Traffic Through the Von Neumann Bottleneck: Parallel Sorting and Refactoring	7
Advancing Prediction of Risk of Intraoperative Massive Blood Transfusion in Liver Transplantation With Machine Learning Models. A Multicenter Retrospective Study	7
Small Animal Shanoir (SAS) A Cloud-Based Solution for Managing Preclinical MR Brain Imaging Studies	7
Efficient Communication in Distributed Simulations of Spiking Neuronal Networks With Gap Junctions	7
Statistical Analysis of Graph-Theoretic Indices to Study EEG-TMS Connectivity in Patients With Depression	7

Fast Simulation of a Multi-Area Spiking Network Model of Macaque Cortex on an MPI-GPU Cluster	7
JUN and PDGFRA as Crucial Candidate Genes for Childhood Autism Spectrum Disorder	7
On the Minimal Amount of EEG Data Required for Learning Distinctive Human Features for Task-Dependent Biometric Applications	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
Microglial morphometric analysis: so many options, so little consistency	7
Multi-threshold image segmentation for melanoma based on Kapur’s entropy using enhanced ant colony optimization	7
Fiber Clustering Acceleration With a Modified Kmeans++ Algorithm Using Data Parallelism	7
Supervised Learning With Perceptual Similarity for Multimodal Gene Expression Registration of a Mouse Brain Atlas	7
Browsing Multiple Subjects When the Atlas Adaptation Cannot Be Achieved via a Warping Strategy	6
Regional Brain Fusion: Graph Convolutional Network for Alzheimer's Disease Prediction and Analysis	6
FlywheelTools: Data Curation and Manipulation on the Flywheel Platform	6
An RBF neural network based on improved black widow optimization algorithm for classification and regression problems	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
Time-Frequency Representations of Brain Oscillations: Which One Is Better?	6
MP3: Medical Software for Processing Multi-Parametric Images Pipelines	6
OPETH: Open Source Solution for Real-Time Peri-Event Time Histogram Based on Open Ephys	6
Identifying Boys With Autism Spectrum Disorder Based on Whole-Brain Resting-State Interregional Functional Connections Using a Boruta-Based Support Vector Machine Approach	6
Machine Learning Techniques for the Diagnosis of Schizophrenia Based on Event-Related Potentials	6
A Modular Workflow for Performance Benchmarking of Neuronal Network Simulations	6
Self-Regulation in the Time of Lockdown	6
A Hybrid Deep Learning Method for Early and Late Mild Cognitive Impairment Diagnosis With Incomplete Multimodal Data	6
A Multi-Scale Computational Model of Excitotoxic Loss of Dopaminergic Cells in Parkinson's Disease	6
Experimental Pipeline (Expipe): A Lightweight Data Management Platform to Simplify the Steps From Experiment to Data Analysis	6
Temporal and spatial dynamic propagation of electroencephalogram by combining power spectral and synchronization in childhood absence epilepsy	6
Age-Specific Adult Rat Brain MRI Templates and Tissue Probability Maps	6
Studying the Factors of Human Carotid Atherosclerotic Plaque Rupture, by Calculating Stress/Strain in the Plaque, Based on CEUS Images: A Numerical Study	6
Extended Invariant Information Clustering Is Effective for Leave-One-Site-Out Cross-Validation in Resting State Functional Connectivity Modeling	6