CFSPMNet: Cross-subject Fourier-guided Spatial-Patch Mamba Network for EEG Motor Imagery Decoding in Stroke Patients
CFSPMNet:跨受体傅里叶引导的空间-块Mamba网络用于中风患者EEG运动想象解码
机构 * School of Artificial Intelligence, Chongqing University of Technology(重庆理工大学人工智能学院) ; Chongqing Key Laboratory of Embodied Intelligence Perception and Autonomous Learning for Humanoid Robots(重庆市人形机器人感知与自主学习重点实验室) ; 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重点实验室) ; School of Smart Health, Chongqing Polytechnic University of Electronic Technology(重庆理工大学电子工程学院智能健康学院) ; 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) ; 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)
专题命中 运动想象 :EEG(title,title_cn);motor imagery(title,abstract);BCI(abstract,abstract_cn);分类 cs.LG
AI总结 本文提出CFSPMNet,通过傅里叶域状态重构和共享-私有原型匹配,提升中风患者EEG运动想象解码的跨患者适应性,实现68.23%和73.33%的准确率。