脑机接口 / BCI - arXivDaily 专题

2306.08256 2024-12-10 eess.SP cs.LG 62%

Data Augmentation for Seizure Prediction with Generative Diffusion Model

Kai Shu, Le Wu, Yuchang Zhao, Aiping Liu, Ruobing Qian, Xun Chen

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments 15 pages, 9 figures

2412.01929 2024-12-04 cs.AI cs.LG eess.SP 62%

ECG-SleepNet: Deep Learning-Based Comprehensive Sleep Stage Classification Using ECG Signals

Poorya Aghaomidi, Ge Wang

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments 10 pages, 5 figures, 4 tables

2411.05817 2024-11-18 eess.SP cs.LG 62%

Demo: Multi-Modal Seizure Prediction System

Ali Saeizadeh, Pietro Brach del Prever, Douglas Schonholtz, Raffaele Guida, Emrecan Demirors, Jorge M. Jimenez, Pedram Johari, Tommaso Melodia

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments 1 page, 1 figure, Proceedings of the IEEE 20th International Conference on Body Sensor Networks (BSN), October 2024

2410.23812 2024-11-01 cs.LG eess.SP 62%

Graph Neural Networks Uncover Geometric Neural Representations in Reinforcement-Based Motor Learning

Federico Nardi, Jinpei Han, Shlomi Haar, A. Aldo Faisal

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments 19 pages, 7 figures, accepted at the NeurIPS 2024 workshop on Symmetry and Geometry in Neural Representations (NeurReps 2024)

2410.22646 2024-10-31 eess.SP cs.LG 62%

SleepNetZero: Zero-Burden Zero-Shot Reliable Sleep Staging With Neural Networks Based on Ballistocardiograms

Shuzhen Li, Yuxin Chen, Xuesong Chen, Ruiyang Gao, Yupeng Zhang, Chao Yu, Yunfei Li, Ziyi Ye, Weijun Huang, Hongliang Yi, Yue Leng, Yi Wu

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments 25 pages

2401.05425 2024-10-25 eess.SP cs.LG 62%

An Unobtrusive and Lightweight Ear-worn System for Continuous Epileptic Seizure Detection

Abdul Aziz, Nhat Pham, Neel Vora, Cody Reynolds, Jaime Lehnen, Pooja Venkatesh, Zhuoran Yao, Jay Harvey, Tam Vu, Kan Ding, Phuc Nguyen

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

2309.07163 2024-10-24 eess.SP cs.LG 62%

Systematic Review of Experimental Paradigms and Deep Neural Networks for Electroencephalography-Based Cognitive Workload Detection

Vishnu KN, Cota Navin Gupta

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments 10 Pages, 4 figures

Journal ref Progress in Biomedical Engineering, 2024

2405.19363 2024-10-22 eess.SP cs.AI cs.LG 62%

Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification

Yihe Wang, Nan Huang, Taida Li, Yujun Yan, Xiang Zhang

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments 21 pages (15 pages main paper + 6 pages supplementary materials)

Journal ref Neurips 2024

2410.09422 2024-10-15 q-bio.NC cs.HC 62%

SimBrainNet: Evaluating Brain Network Similarity for Attention Disorders

Debashis Das Chakladar, Foteini Simistira Liwicki, Rajkumar Saini

专题命中 EEG解码：EEG(abstract)；分类 q-bio.NC、cs.HC

Comments 10 pages, 2 figures, To appear in the Proceedings of 27th INTERNATIONAL CONFERENCE ON MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION, 6-10 October 2024, MARRAKESH / MOROCCO

2409.18462 2024-09-30 cs.LG q-bio.NC 62%

Latent Representation Learning for Multimodal Brain Activity Translation

Arman Afrasiyabi, Dhananjay Bhaskar, Erica L. Busch, Laurent Caplette, Rahul Singh, Guillaume Lajoie, Nicholas B. Turk-Browne, Smita Krishnaswamy

专题命中 EEG解码：EEG(abstract)；分类 q-bio.NC、cs.LG

2409.05891 2024-09-11 eess.SP cs.LG 62%

In-ear ECG Signal Enhancement with Denoising Convolutional Autoencoders

Edoardo Occhipinti, Marek Zylinski, Harry J. Davies, Amir Nassibi, Matteo Bermond, Patrik Bachtiger, Nicholas S. Peters, Danilo P. Mandic

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments 7 pages, 9 figures

2409.00565 2024-09-04 cs.LG cs.CV eess.SP 62%

Two-Stage Hierarchical and Explainable Feature Selection Framework for Dimensionality Reduction in Sleep Staging

Yangfan Deng, Hamad Albidah, Ahmed Dallal, Jijun Yin, Zhi-Hong Mao

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

2409.00122 2024-09-04 eess.SP cs.AI cs.LG 62%

Brant-X: A Unified Physiological Signal Alignment Framework

Daoze Zhang, Zhizhang Yuan, Junru Chen, Kerui Chen, Yang Yang

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments Accepted by SIGKDD 2024

Journal ref SIGKDD 2024

2408.10816 2024-08-21 eess.SP cs.LG 62%

Deep Learning-based Classification of Dementia using Image Representation of Subcortical Signals

Shivani Ranjan, Ayush Tripathi, Harshal Shende, Robin Badal, Amit Kumar, Pramod Yadav, Deepak Joshi, Lalan Kumar

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

2404.15332 2024-08-15 eess.SP cs.LG 62%

Clinical translation of machine learning algorithms for seizure detection in scalp electroencephalography: systematic review

Nina Moutonnet, Steven White, Benjamin P Campbell, Saeid Sanei, Toshihisa Tanaka, Hong Ji, Danilo Mandic, Gregory Scott

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments 60 pages, LaTeX; Addition of co-authors, keywords alphabetically sorted, text in figure 1 changed to black, references added ([9],[56] ), abbreviations defined (CNN, RNN), added section 6.4, corrected the referencing style, added a sentence about the existence of non-epileptic attacks, added an explanation about the drawback of the 10-20 system, removed bold from Figure/Table titles

2408.02680 2024-08-07 cs.AI cs.HC cs.LG 62%

Recording First-person Experiences to Build a New Type of Foundation Model

Dionis Barcari, David Gamez, Aliya Grig

专题命中 EEG解码：EEG(abstract)；分类 cs.LG、cs.HC

Comments 5 pages, 5 figures, 3 tables. arXiv admin note: substantial text overlap with arXiv:2408.00030

2209.09452 2024-08-01 cs.LG cs.AI eess.SP 62%

SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning

Seongju Lee, Yeonguk Yu, Seunghyeok Back, Hogeon Seo, Kyoobin Lee

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments 14 pages, 3 figures, 8 tables

2407.10414 2024-07-16 eess.IV cs.CV cs.LG q-bio.NC 62%

Teaching CORnet Human fMRI Representations for Enhanced Model-Brain Alignment

Zitong Lu, Yile Wang

专题命中 EEG解码：EEG(abstract)；分类 q-bio.NC、cs.LG

Comments arXiv admin note: text overlap with arXiv:2401.17231

2402.14982 2024-07-10 cs.SD cs.LG eess.AS q-bio.NC 62%

Human Brain Exhibits Distinct Patterns When Listening to Fake Versus Real Audio: Preliminary Evidence

Mahsa Salehi, Kalin Stefanov, Ehsan Shareghi

专题命中 EEG解码：EEG(abstract)；分类 q-bio.NC、cs.LG

Comments 9 pages, 4 figures, 3 tables

2405.06558 2024-06-06 stat.ML cs.LG eess.SP stat.ME 62%

Random matrix theory improved Fréchet mean of symmetric positive definite matrices

Florent Bouchard, Ammar Mian, Malik Tiomoko, Guillaume Ginolhac, Frédéric Pascal

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

2309.07579 2024-05-29 cs.LG eess.SP 62%

Structure-Preserving Transformers for Sequences of SPD Matrices

Mathieu Seraphim, Alexis Lechervy, Florian Yger, Luc Brun, Olivier Etard

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments New year, new version! (updated template, minimal additions - including two new references)

2404.15289 2024-05-24 eess.SP cs.LG 62%

EEGDiR: Electroencephalogram denoising network for temporal information storage and global modeling through Retentive Network

Bin Wang, Fei Deng, Peifan Jiang

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

2208.06348 2024-05-07 q-bio.NC cs.AI cs.CL cs.LG 62%

Can Brain Signals Reveal Inner Alignment with Human Languages?

William Han, Jielin Qiu, Jiacheng Zhu, Mengdi Xu, Douglas Weber, Bo Li, Ding Zhao

专题命中 EEG解码：EEG(abstract)；分类 q-bio.NC、cs.LG

Comments EMNLP 2023 Findings

2401.05405 2024-03-19 eess.SP cs.LG 62%

SelfEEG: A Python library for Self-Supervised Learning in Electroencephalography

Federico Del Pup, Andrea Zanola, Louis Fabrice Tshimanga, Paolo Emilio Mazzon, Manfredo Atzori

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments Submitted to JOSS for possible publication. GitHub repository: see https://github.com/MedMaxLab/selfEEG

Journal ref Journal of Open Source Software (2024), 9(95), 6224

2403.06027 2024-03-12 cs.LG eess.SP 62%

Multimodal deep learning approach to predicting neurological recovery from coma after cardiac arrest

Felix H. Krones, Ben Walker, Guy Parsons, Terry Lyons, Adam Mahdi

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments 5 figures, 2 tables

2403.05577 2024-03-12 cs.HC eess.SP 62%

Stress Monitoring Using Low-Cost Electroencephalogram Devices: A Systematic Literature Review

Gideon Vos, Maryam Ebrahimpour, Liza van Eijk, Zoltan Sarnyai, Mostafa Rahimi Azghadi

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.HC

Comments 53 pages, 8 figures

1912.04968 2024-03-06 eess.SP cs.LG cs.NE stat.ML 62%

Neural Memory Networks for Seizure Type Classification

David Ahmedt-Aristizabal, Tharindu Fernando, Simon Denman, Lars Petersson, Matthew J. Aburn, Clinton Fookes

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments Proceedings of the IEEE International Conference of Engineering in Medicine and Biology Society. 2020

2402.17779 2024-02-29 eess.SP cs.LG 62%

Assessing the importance of long-range correlations for deep-learning-based sleep staging

Tiezhi Wang, Nils Strodthoff

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Comments 3 pages, 1 figure, Accepted at Workshop Biosignals, 28.2.-1.3.2024, Göttingen, Germany

2402.09464 2024-02-16 eess.SP cs.LG q-bio.QM 62%

Different Algorithms (Might) Uncover Different Patterns: A Brain-Age Prediction Case Study

Tobias Ettling, Sari Saba-Sadiya, Gemma Roig

专题命中 EEG解码：EEG(abstract)；分类 eess.SP、cs.LG

Journal ref 2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), pp. 4051-4058

2402.07041 2024-02-13 cs.RO cs.HC 62%

Risk assessment and observation of driver with pedestrian using instantaneous heart rate and HRV

Riku Kikuta, Daniel Carruth, John Ball, Reuben Burch, Ichiro Kageyama

专题命中 EEG解码：EEG(abstract)；分类 cs.HC、cs.RO

Journal ref 2023 AHFE Open Access, vol 95

1. EEG解码 3903 篇

Data Augmentation for Seizure Prediction with Generative Diffusion Model

ECG-SleepNet: Deep Learning-Based Comprehensive Sleep Stage Classification Using ECG Signals

Demo: Multi-Modal Seizure Prediction System

Graph Neural Networks Uncover Geometric Neural Representations in Reinforcement-Based Motor Learning

SleepNetZero: Zero-Burden Zero-Shot Reliable Sleep Staging With Neural Networks Based on Ballistocardiograms

An Unobtrusive and Lightweight Ear-worn System for Continuous Epileptic Seizure Detection

Systematic Review of Experimental Paradigms and Deep Neural Networks for Electroencephalography-Based Cognitive Workload Detection

Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification

SimBrainNet: Evaluating Brain Network Similarity for Attention Disorders

Latent Representation Learning for Multimodal Brain Activity Translation

In-ear ECG Signal Enhancement with Denoising Convolutional Autoencoders

Two-Stage Hierarchical and Explainable Feature Selection Framework for Dimensionality Reduction in Sleep Staging

Brant-X: A Unified Physiological Signal Alignment Framework

Deep Learning-based Classification of Dementia using Image Representation of Subcortical Signals

Clinical translation of machine learning algorithms for seizure detection in scalp electroencephalography: systematic review

Recording First-person Experiences to Build a New Type of Foundation Model

SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning

Teaching CORnet Human fMRI Representations for Enhanced Model-Brain Alignment

Human Brain Exhibits Distinct Patterns When Listening to Fake Versus Real Audio: Preliminary Evidence

Random matrix theory improved Fréchet mean of symmetric positive definite matrices

Structure-Preserving Transformers for Sequences of SPD Matrices

EEGDiR: Electroencephalogram denoising network for temporal information storage and global modeling through Retentive Network

Can Brain Signals Reveal Inner Alignment with Human Languages?

SelfEEG: A Python library for Self-Supervised Learning in Electroencephalography

Multimodal deep learning approach to predicting neurological recovery from coma after cardiac arrest

Stress Monitoring Using Low-Cost Electroencephalogram Devices: A Systematic Literature Review

Neural Memory Networks for Seizure Type Classification

Assessing the importance of long-range correlations for deep-learning-based sleep staging

Different Algorithms (Might) Uncover Different Patterns: A Brain-Age Prediction Case Study

Risk assessment and observation of driver with pedestrian using instantaneous heart rate and HRV