脑机接口 / BCI

Energy-Efficient Seizure Detection Suitable for low-power Applications

Julia Werner, Bhavya Kohli, Paul Palomero Bernardo, Christoph Gerum, Oliver Bringmann

机构 * Department of Computer Science University of Tübingen（计算机科学系图宾根大学） ； Department of Electrical Engineering Indian Institute of Technology Bombay（电气工程系印度理工学院孟买） 纠错

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

Comments Accepted at IJCNN 2024 (Preprint)

Journal ref IEEE 2024 International Joint Conference on Neural Networks (IJCNN)

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

Tianning Feng, Juntong Ni, Ezequiel Gleichgerrcht, Wei Jin

机构 * Department of Computer Science, Emory University（计算机科学系，埃默里大学） ； Department of Neurology, Emory University（神经病学系，埃默里大学） 纠错

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

Comments 9 pages, 2 figures. Submitted as an undergraduate honors thesis at Emory University

A Deep Generative Model for Five-Class Sleep Staging with Arbitrary Sensor Input

Hans van Gorp, Merel M. van Gilst, Pedro Fonseca, Fokke B. van Meulen, Johannes P. van Dijk, Sebastiaan Overeem, Ruud J. G. van Sloun

机构 * Eindhoven University of Technology（埃因霍温理工大学） ； Philips Sleep and Respiratory Care（飞利浦睡眠与呼吸护理部门） ； Sleep Medicine Centre Kempenhaeghe（基姆彭海格睡眠医学中心） ； Ulm University（乌尔姆大学） 纠错

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

The use of Multi-domain Electroencephalogram Representations in the building of Models based on Convolutional and Recurrent Neural Networks for Epilepsy Detection

Luiz Antonio Nicolau Anghinoni, Gustavo Weber Denardin, Jadson Castro Gertrudes, Dalcimar Casanova, Jefferson Tales Oliva

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

Dynamic Difficulty Adjustment With Brain Waves as a Tool for Optimizing Engagement

Nir Cafri

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

Comments 9 pages, 4 figures, originally developed as part of a neuroscience and HCI research project

Deep Generative Models for Physiological Signals: A Systematic Literature Review

Nour Neifar, Afef Mdhaffar, Achraf Ben-Hamadou, Mohamed Jmaiel

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

Comments accepted in Elsevier Artificial Intelligence in Medicine, 38 pages

Journal ref Elsevier Artificial Intelligence in Medicine, 2025

Toward Scalable Access to Neurodevelopmental Screening: Insights, Implementation, and Challenges

Andreas Bauer, William Bosl, Oliver Aalami, Paul Schmiedmayer

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

Exploring the Potential of QEEGNet for Cross-Task and Cross-Dataset Electroencephalography Encoding with Quantum Machine Learning

Chi-Sheng Chen, Samuel Yen-Chi Chen, Huan-Hsin Tseng

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

Psycho Gundam: Electroencephalography based real-time robotic control system with deep learning

Chi-Sheng Chen, Wei-Sheng Wang

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

Beyond Performance Scores: Directed Functional Connectivity as a Brain-Based Biomarker for Motor Skill Learning and Retention

Anil Kamat, Rahul Rahul, Lora Cavuoto, Harry Burke, Matthew Hackett, Jack Norfleet, Steven Schwaitzberg, Suvranu De

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

Dynamic directed functional connectivity as a neural biomarker for objective motor skill assessment

Anil Kamat, Rahul Rahul, Anirban Dutta, Lora Cavuoto, Uwe Kruger, Harry Burke, Matthew Hackett, Jack Norfleet, Steven Schwaitzberg, Suvranu De

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

FAST functional connectivity implicates P300 connectivity in working memory deficits in Alzheimer's disease

Om Roy, Yashar Moshfeghi, Agustin Ibanez, Francisco Lopera, Mario A Parra, Keith M Smith

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

Comments Published in Network Neuroscience (2024) by MIT Press

Detection of Sleep Oxygen Desaturations from Electroencephalogram Signals

Shashank Manjunath, Aarti Sathyanarayana

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

Comments 4 Pages

Spatial Adaptation Layer: Interpretable Domain Adaptation For Biosignal Sensor Array Applications

Joao Pereira, Michael Alummoottil, Dimitrios Halatsis, Dario Farina

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

Comments IJCNN(submitted), 6 pages

Synthetic Data Generation by Supervised Neural Gas Network for Physiological Emotion Recognition Data

S. Muhammad Hossein Mousavi

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

Comments 14 pages

RNN-Based Models for Predicting Seizure Onset in Epileptic Patients

Mathan Kumar Mounagurusamy, Thiyagarajan V S, Abdur Rahman, Shravan Chandak, D. Balaji, Venkateswara Rao Jallepalli

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

Scaling laws for decoding images from brain activity

Hubert Banville, Yohann Benchetrit, Stéphane d'Ascoli, Jérémy Rapin, Jean-Rémi King

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

Comments 29 pages, 14 figures, fixed typo in author list

Study of cognitive component of auditory attention to natural speech events

Nhan D. T. Nguyen, Kaare Mikkelsen, Preben Kidmose

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

Comments 15 pages, 11 figures

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

Revealing the Self: Brainwave-Based Human Trait Identification

Md Mirajul Islam, Md Nahiyan Uddin, Maoyejatun Hasana, Debojit Pandit, Nafis Mahmud Rahman, Sriram Chellappan, Sami Azam, A. B. M. Alim Al Islam

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

Comments 11th International Conference on Networking, Systems, and Security (NSysS '24)

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

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

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

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)

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

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

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

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

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

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

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