脑机接口 / BCI

Parkinson's Disease Classification via EEG: All You Need is a Single Convolutional Layer

Md Fahim Anjum

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

Comments 10 pages, 5 figures

Improving EEG Classification Through Randomly Reassembling Original and Generated Data with Transformer-based Diffusion Models

Mingzhi Chen, Yiyu Gui, Yuqi Su, Yuesheng Zhu, Guibo Luo, Yuchao Yang

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

Using Explainable AI for EEG-based Reduced Montage Neonatal Seizure Detection

Dinuka Sandun Udayantha, Kavindu Weerasinghe, Nima Wickramasinghe, Akila Abeyratne, Kithmin Wickremasinghe, Jithangi Wanigasinghe, Anjula De Silva, Chamira U. S. Edussooriya

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

Comments Paper is accepted to IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2024. Final Version

A Comprehensive Survey on EEG-Based Emotion Recognition: A Graph-Based Perspective

Chenyu Liu, Xinliang Zhou, Yihao Wu, Yi Ding, Liming Zhai, Kun Wang, Ziyu Jia, Yang Liu

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

Classification of Raw MEG/EEG Data with Detach-Rocket Ensemble: An Improved ROCKET Algorithm for Multivariate Time Series Analysis

Adrià Solana, Erik Fransén, Gonzalo Uribarri

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

Comments To be published in European Conference on Machine Learning and Data Mining 2024, 20 pages, 7 figures, 2 tables

Investigating Brain Connectivity and Regional Statistics from EEG for early stage Parkinson's Classification

Amarpal Sahota, Amber Roguski, Matthew W Jones, Zahraa S. Abdallah, Raul Santos-Rodriguez

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC、eess.SP

Localization of Brain Activity from EEG/MEG Using MV-PURE Framework

Tomasz Piotrowski, Jan Nikadon, Alexander Moiseev

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC、eess.SP

Comments Biomedical Signal Processing and Control, 2021

How Homogenizing the Channel-wise Magnitude Can Enhance EEG Classification Model?

Huyen Ngo, Khoi Do, Duong Nguyen, Viet Dung Nguyen, Lan Dang

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

EEG-SSM: Leveraging State-Space Model for Dementia Detection

Xuan-The Tran, Linh Le, Quoc Toan Nguyen, Thomas Do, Chin-Teng Lin

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

Focused State Recognition Using EEG with Eye Movement-Assisted Annotation

Tian-Hua Li, Tian-Fang Ma, Dan Peng, Wei-Long Zheng, Bao-Liang Lu

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

Towards Bi-Hemispheric Emotion Mapping through EEG: A Dual-Stream Neural Network Approach

David Freire-Obregón, Daniel Hernández-Sosa, Oliverio J. Santana, Javier Lorenzo-Navarro, Modesto Castrillón-Santana

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

Comments Second place award at the Brain Responses to Emotional Avatars Challenge held by the 18th IEEE International Conference on Automatic Face and Gesture Recognition(FG2024)

REST: Efficient and Accelerated EEG Seizure Analysis through Residual State Updates

Arshia Afzal, Grigorios Chrysos, Volkan Cevher, Mahsa Shoaran

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

Comments Accepted paper at International Confrence on Machine Learning (ICML 2024). Visit our website: https://arshiaafzal.github.io/REST/

Learning Exemplar Representations in Single-Trial EEG Category Decoding

Jack Kilgallen, Barak Pearlmutter, Jeffery Mark Siskind

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

EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs

Navid Mohammadi Foumani, Geoffrey Mackellar, Soheila Ghane, Saad Irtza, Nam Nguyen, Mahsa Salehi

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

Human-Machine Interface Evaluation Using EEG in Driving Simulator

Y. C. Liu, N. Figalova, M. Baumann, K Bengler

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

Journal ref 2023 IEEE Intelligent Vehicles Symposium (IV), Anchorage, AK, USA, 2023, pp. 1-6

Scaling convolutional neural networks achieves expert-level seizure detection in neonatal EEG

Robert Hogan, Sean R. Mathieson, Aurel Luca, Soraia Ventura, Sean Griffin, Geraldine B. Boylan, John M. O'Toole

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

Dynamic GNNs for Precise Seizure Detection and Classification from EEG Data

Arash Hajisafi, Haowen Lin, Yao-Yi Chiang, Cyrus Shahabi

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

Comments This preprint has not undergone any post-submission improvements or corrections. The Version of Record of this contribution is published in the proceedings of the 28th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2024), Taipei, Taiwan, May 7-10, 2024, and is available online at https://doi.org/10.1007/978-981-97-2238-9_16

Journal ref Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD'24). Singapore: Springer Nature Singapore, 2024

TAnet: A New Temporal Attention Network for EEG-based Auditory Spatial Attention Decoding with a Short Decision Window

Yuting Ding, Fei Chen

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

CLASH: Contrastive learning through alignment shifting to extract stimulus information from EEG

Bernd Accou, Hugo Van hamme, Tom Francart

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC、eess.SP

A Supervised Information Enhanced Multi-Granularity Contrastive Learning Framework for EEG Based Emotion Recognition

Xiang Li, Jian Song, Zhigang Zhao, Chunxiao Wang, Dawei Song, Bin Hu

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

Comments 5 pages, 3 figures, 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Time topological analysis of EEG using signature theory

Stéphane Chrétien, Ben Gao, Astrid Thebault-Guiochon, Rémi Vaucher

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

Comments 14 pages, 5 figures Under review for Journée des Statistiques 2024

Novel entropy difference-based EEG channel selection technique for automated detection of ADHD

Shishir Maheshwari, Kandala N V P S Rajesh, Vivek Kanhangad, U Rajendra Acharya, T Sunil Kumar

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

Large Transformers are Better EEG Learners

Bingxin Wang, Xiaowen Fu, Yuan Lan, Luchan Zhang, Wei Zheng, Yang Xiang

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

Are EEG Sequences Time Series? EEG Classification with Time Series Models and Joint Subject Training

Johannes Burchert, Thorben Werner, Vijaya Krishna Yalavarthi, Diego Coello de Portugal, Maximilian Stubbemann, Lars Schmidt-Thieme

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

Mind Meets Robots: A Review of EEG-Based Brain-Robot Interaction Systems

Yuchong Zhang, Nona Rajabi, Farzaneh Taleb, Andrii Matviienko, Yong Ma, Mårten Björkman, Danica Kragic

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

When Does Your Brain Know You? Segment Length and Its Impact on EEG-based Biometric Authentication Accuracy

Nibras Abo Alzahab, Lorenzo Scalise, Marco Baldi

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC、eess.SP

Comments 11 pages, 4 figures, conferance

EEG and EMG dataset for the detection of errors introduced by an active orthosis device

Niklas Kueper, Kartik Chari, Judith Bütefür, Julia Habenicht, Su Kyoung Kim, Tobias Rossol, Marc Tabie, Frank Kirchner, Elsa Andrea Kirchner

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

Comments Revised references to our datasets, general corrections to typos, and latex template format changes, Overall Content unchanged

Journal ref Front. Hum. Neurosci. 18 (2024)

Knowledge-guided EEG Representation Learning

Aditya Kommineni, Kleanthis Avramidis, Richard Leahy, Shrikanth Narayanan

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

Comments 6 Pages, 5 figures, Submitted to EMBC 2024

EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams

Daniel Leite, Alisson Silva, Gabriella Casalino, Arnab Sharma, Danielle Fortunato, Axel-Cyrille Ngomo

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

Comments 10 pages, IEEE International Conference on Evolving and Adaptive Intelligent Systems 2024 (IEEE EAIS 2024)

EEG classifier cross-task transfer to avoid training sessions in robot-assisted rehabilitation

Niklas Kueper, Su Kyoung Kim, Elsa Andrea Kirchner

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

Comments 11 pages, 6 figures, 1 table