Improving motor imagery decoding methods for an EEG-based mobile brain-computer interface in the context of the 2024 Cybathlon
改进用于基于EEG的移动脑机接口的运动想象解码方法:在2024年Cybathlon背景下的应用
Isabel Whiteley Tscherniak, Niels Christopher Thiemann, Ana McWhinnie-Fernández, Iustin Curcean, Leon Jokinen, Sadat Hodzic, Thomas E. Huber, Daniel Pavlov, Manuel Methasani, Pietro Marcolongo, Glenn Viktor Krafczyk, Oscar Osvaldo Soto Rivera, Thien Le, Flaminia Pallotti, Enrico A. Fazzi
机构
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IBM Technology(IBM技术)
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IBM France Lab(IBM法国实验室)
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Inclusive Brains(包容大脑)
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Wavestone
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Human Technology Foundation(人类科技基金会)
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Computing and Mathematical Sciences Division(计算与数学科学部)
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Mohamed bin Zayed University of Artificial Intelligence (MBZUAI)(Mohamed bin Zayed人工智能大学)
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Institute for Artificial Intelligence, Biotech Dental Group(人工智能研究所,生物技术牙科集团)
EvoBrain: Continual Learning of EEG Foundation Models Across Heterogeneous BCI Tasks
EvoBrain: 面向异构BCI任务的EEG基础模型的持续学习
Yangxuan Zhou, Sha Zhao, Jiquan Wang, Shijian Li, Gang Pan
机构
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State Key Laboratory of Brain-machine Intelligence and College of Computer Science and Technology, Zhejiang University(脑机智能国家重点实验室和浙江大学计算机科学与技术学院)
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MOE Frontier Science Center for Brain Science and Brain-Machine Integration, Zhejiang University(教育部脑科学与脑机集成前沿科学中心,浙江大学)
机构
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Inclusive Brains(包容大脑)
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Wavestone
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Human Technology Foundation(人类科技基金会)
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Mohamed bin Zayed University of Artificial Intelligence(Mohamed bin Zayed人工智能大学)
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Institute for Artificial Intelligence, Biotech Dental Group(人工智能研究所,生物技术牙科集团)
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IBM Technology(IBM技术)
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IBM France Lab(IBM法国实验室)
机构
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Ministry of Education Key Laboratory of Image Processing and Intelligent Control, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology(教育部长图像处理与智能控制重点实验室,人工智能与自动化学院,华中科技大学)
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Shenzhen Huazhong University of Science and Technology Research Institute(深圳华中科技大学研究机构)
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Department of Electrical and Computer Engineering, Faculty of Science and Technology, University of Macau(科技学院电子与计算机工程系,澳门大学)
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Centre for Cognitive and Brain Sciences, Institute of Collaborative Innovation, University of Macau(认知与脑科学中心,创新研究院,澳门大学)
PA-TCNet: Pathology-Aware Temporal Calibration with Physiology-Guided Target Refinement for Cross-Subject Motor Imagery EEG Decoding in Stroke Patients
PA-TCNet:基于病理意识的时序校准与生理引导的目标细化用于中风患者跨受试者运动想象EEG解码
Xiangkai Wang, Yun Zhao, Dongyi He, Qingling Xia, Gen Li, Nizhuan Wang, Ningxiao Peng, Bin Jiang
机构
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School of Artificial Intelligence, Chongqing University of Technology(重庆理工大学人工智能学院)
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Chongqing Key Laboratory of Embodied Intelligence Perception and Autonomous Learning for Humanoid Robots(重庆 embodied 智能感知与人形机器人自主学习关键实验室)
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Key Laboratory of Advanced Equipment Intelligence of the Chongqing Education Commission(重庆市教育委员会先进设备智能关键实验室)
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School of Smart Health, Chongqing Polytechnic University of Electronic Technology(重庆电子工程职业大学智能健康学院)
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Department of Language Science and Technology, The Hong Kong Polytechnic University(香港理工大学语言科学与技术系)
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School of Pharmacy and Bioengineering, Chongqing University of Technology(重庆理工大学药学院与生物工程学院)
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School of Computer Science and Engineering, Chongqing University of Technology(重庆理工大学计算机科学与工程学院)
PHINN-EEG: Topological Time-Series Analysis of Dream-State EEG -- Dynamic Betti Curves for Dream Content Classification and Topology-Conditioned Neural Signal Synthesis
CommentsAccepted for publication in the 2026 IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2026), September 28-October 1, 2026, Atlanta, GA, USA. Camera-ready version
Comments7 pages, 3 figures, accepted for publication in the Proceedings of the 10th Graz Brain-Computer Interface Conference 2026, Graz, Austria, September 14-17, 2026
NeuroAtlas: Benchmarking Foundation Models for Clinical EEG and Brain-Computer Interfaces
NeuroAtlas:用于临床EEG和脑机接口的基础模型基准测试
Konstantinos Kontras, Trui Osselaer, Stylianos G. Mouslech, Angeliki-Ilektra Karaiskou, Guido Gagliardi, Thomas Strypsteen, Mohammad Hossein Badiei, Anku Rani, Maarten Vanmarcke, Miguel Bhagubai, Chanakya Ekbote, Jaedong Hwang, Christos Chatzichristos, Paul Pu Liang, Maarten De Vos
CommentsArticle already accepted in journal (Journal of Neural Engineering); uploading to public repository after accepted manuscript embargo (12 months) has been lifted in order to meet funder requirements for open access
Journal refJournal of Neural Engineering, 21(6), p.066036 (2024)
机构
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IAS-LAB, Department of Information Engineering, University of Padova(帕多瓦大学信息工程系IAS实验室)
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Padova Neuroscience Center(帕多瓦神经科学中心)
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Department of Health Technology, Technical University of Denmark(丹麦技术大学健康技术系)