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Neurology Subcategories: Autism Dementia Head Trauma Parkinson's Disease Seizures Sleep Disorders

Showing 2227-2247 of 4,541 articles

SeizureFormer: A Transformer Model for IEA-Based Seizure Risk Forecasting

We present SeizureFormer, a Transformer-based model for long-term seizure risk forecasting using i...

Apr 2025 http://arxiv.org/abs/2504.16098v3

An Empirical Investigation of Reconstruction-Based Models for Seizure Prediction from ECG Signals

Epileptic seizures are sudden neurological disorders characterized by abnormal, excessive neuronal...

Apr 2025 http://arxiv.org/abs/2504.08381v1

A Systematic Literature Review of Unmanned Aerial Vehicles for Healthcare and Emergency Services

Unmanned aerial vehicles (UAVs), initially developed for military applications, are now used in va...

Apr 2025 http://arxiv.org/abs/2504.08834v1

Brain Signatures of Time Perception in Virtual Reality

Achieving a high level of immersion and adaptation in virtual reality (VR) requires precise measur...

Apr 2025 http://arxiv.org/abs/2504.08056v1

Focal Cortical Dysplasia Type II Detection Using Cross Modality Transfer Learning and Grad-CAM in 3D-CNNs for MRI Analysis

Focal cortical dysplasia (FCD) type II is a major cause of drug-resistant epilepsy, often curable ...

Apr 2025 http://arxiv.org/abs/2504.07775v1

Classification of ADHD and Healthy Children Using EEG Based Multi-Band Spatial Features Enhancement

Attention Deficit Hyperactivity Disorder (ADHD) is a common neurodevelopmental disorder in childre...

Apr 2025 http://arxiv.org/abs/2504.04664v1

Augmentation of EEG and ECG Time Series for Deep Learning Applications: Integrating Changepoint Detection into the iAAFT Surrogates

The performance of deep learning methods critically depends on the quality and quantity of the ava...

Apr 2025 http://arxiv.org/abs/2504.03761v1

EEG2GAIT: A Hierarchical Graph Convolutional Network for EEG-based Gait Decoding

Decoding gait dynamics from EEG signals presents significant challenges due to the complex spatial...

Apr 2025 http://arxiv.org/abs/2504.03757v1

Flexible and Explainable Graph Analysis for EEG-based Alzheimer's Disease Classification

Alzheimer's Disease is a progressive neurological disorder that is one of the most common forms of...

Apr 2025 http://arxiv.org/abs/2504.01329v1

SeizureTransformer: Scaling U-Net with Transformer for Simultaneous Time-Step Level Seizure Detection from Long EEG Recordings

Epilepsy is a common neurological disorder that affects around 65 million people worldwide. Detect...

Apr 2025 http://arxiv.org/abs/2504.00336v2

Towards Practical Emotion Recognition: An Unsupervised Source-Free Approach for EEG Domain Adaptation

Emotion recognition is crucial for advancing mental health, healthcare, and technologies like brai...

Mar 2025 http://arxiv.org/abs/2504.03707v1

Automated Video-EEG Analysis in Epilepsy Studies: Advances and Challenges

Epilepsy is typically diagnosed through electroencephalography (EEG) and long-term video-EEG (vEEG...

Mar 2025 http://arxiv.org/abs/2503.19949v3

A Systematic Review of EEG-based Machine Intelligence Algorithms for Depression Diagnosis, and Monitoring

Depression disorder is a serious health condition that has affected the lives of millions of peopl...

Mar 2025 http://arxiv.org/abs/2503.19820v1

FACE: Few-shot Adapter with Cross-view Fusion for Cross-subject EEG Emotion Recognition

Cross-subject EEG emotion recognition is challenged by significant inter-subject variability and i...

Mar 2025 http://arxiv.org/abs/2503.18998v1

Exploring Deep Learning Models for EEG Neural Decoding

Neural decoding is an important method in cognitive neuroscience that aims to decode brain represe...

Mar 2025 http://arxiv.org/abs/2503.16567v1

EEG-CLIP : Learning EEG representations from natural language descriptions

Deep networks for electroencephalogram (EEG) decoding are currently often trained to only solve a ...

Mar 2025 http://arxiv.org/abs/2503.16531v1

Enhanced EEG Forecasting: A Probabilistic Deep Learning Approach.

Forecasting electroencephalography (EEG) signals, that is, estimating future values of the time seri...

Mar 2025 40030141

Combined impact of grey and superficial white matter abnormalities: implications for epilepsy surgery

Drug-resistant focal epilepsy is associated with abnormalities in the brain in both grey matter (G...

Mar 2025 http://arxiv.org/abs/2503.13097v1

Oscillatory Signatures of Parkinson's Disease: Central and Parietal EEG Alterations Across Multiple Frequency Bands

This study investigates EEG as a potential early biomarker by applying deep learning techniques to...

Mar 2025 http://arxiv.org/abs/2503.12392v2

When neural implant meets multimodal LLM: A dual-loop system for neuromodulation and naturalistic neuralbehavioral research

We propose a novel dual-loop system that synergistically combines responsive neurostimulation (RNS...

Mar 2025 http://arxiv.org/abs/2503.12334v2

BioSerenity-E1: a self-supervised EEG model for medical applications

Electroencephalography (EEG) serves as an essential diagnostic tool in neurology; however, its acc...

Mar 2025 http://arxiv.org/abs/2503.10362v1