LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface

5 May 2021

Papers citing "LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface"

20 / 20 papers shown

Title
Decoding Covert Speech from EEG Using a Functional Areas Spatio-Temporal Transformer Muyun Jiang Y. Ding Wei Zhang Kok Ann Colin Teo LaiGuan Fong ... Parasuraman Padmanabhan Victoria Leong Jia Lu Balazs Gulyas Cuntai Guan 26 0 0 02 Apr 2025
Biologically Plausible Brain Graph Transformer Ciyuan Peng Yuelong Huang Qichao Dong Shuo Yu Feng Xia Chengqi Zhang Yaochu Jin 61 1 0 13 Feb 2025
Exact Fit Attention in Node-Holistic Graph Convolutional Network for Improved EEG-Based Driver Fatigue Detection Meiyan Xu Qingqing Chen Duo Chen Yi Ding Jingyuan Wang Peipei Gu Yijie Pan Deshuang Huang Xun Zhang Jiayang Guo 39 0 0 28 Jan 2025
MVGT: A Multi-view Graph Transformer Based on Spatial Relations for EEG Emotion Recognition Yanjie Cui Xiaohong Liu Jing Liang Yamin Fu 65 1 0 17 Jan 2025
EEG Emotion Copilot: Optimizing Lightweight LLMs for Emotional EEG Interpretation with Assisted Medical Record Generation Hongyu Chen Weiming Zeng Chong Chen Luhui Cai Fei Wang ... Wei Zhang Y. Li Hongjie Yan W. Siok Nizhuan Wang 38 1 0 08 Jan 2025
EEGPT: Unleashing the Potential of EEG Generalist Foundation Model by Autoregressive Pre-training Tongtian Yue Shuning Xue Xuange Gao Yepeng Tang Longteng Guo Jie Jiang Jiaheng Liu 29 4 0 14 Oct 2024
LibEER: A Comprehensive Benchmark and Algorithm Library for EEG-based Emotion Recognition Huan Liu Shusen Yang Yuzhe Zhang Mengze Wang Fanyu Gong ... Guanjian Liu Dalin Zhang Yong-Jin Liu Bao-Liang Lu Dalin Zhang 33 0 0 13 Oct 2024
LDGCN: An Edge-End Lightweight Dual GCN Based on Single-Channel EEG for Driver Drowsiness Monitoring Jingwei Huang Chuansheng Wang Jiayan Huang Haoyi Fan Antoni Grau Fuquan Zhang 26 0 0 08 Jul 2024
MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based Learning Minghao Xiao Zhengxi Zhu Bin Jiang Meixia Qu Wenyu Wang 21 0 0 08 Jul 2024
You Only Acquire Sparse-channel (YOAS): A Unified Framework for Dense-channel EEG Generation Hongyu Chen Weiming Zeng Luhui Cai Lei Wang Jia Lu Yueyang Li Hongjie Yan W. Siok Nizhuan Wang 32 3 0 21 Jun 2024
EEG_RL-Net: Enhancing EEG MI Classification through Reinforcement Learning-Optimised Graph Neural Networks Htoo Wai Aung Jiao Jiao Li Yang An Steven W. Su 38 0 0 26 Apr 2024
EEG-Deformer: A Dense Convolutional Transformer for Brain-computer Interfaces Yi Ding Yong Li Hao Sun Rui Liu Chengxuan Tong Cuntai Guan 21 10 0 25 Apr 2024
Graph Neural Networks in EEG-based Emotion Recognition: A Survey Chenyu Liu Xin-qiu Zhou Yihao Wu Ruizhi Yang Liming Zhai Ziyu Jia Yang Liu Yang Liu AI4TS 38 8 0 02 Feb 2024
Graph Neural Network-based EEG Classification: A Survey D. Klepl Min Wu F. He 46 21 0 03 Oct 2023
MASA-TCN: Multi-anchor Space-aware Temporal Convolutional Neural Networks for Continuous and Discrete EEG Emotion Recognition Yi Ding Su Zhang Chuangao Tang Cuntai Guan 23 11 0 30 Aug 2023
Decoding Natural Images from EEG for Object Recognition Yonghao Song Bingchuan Liu Xiang Li Nanlin Shi Yijun Wang Xiaorong Gao 32 22 0 25 Aug 2023
Interpretable and Robust AI in EEG Systems: A Survey Xin-qiu Zhou Chenyu Liu Liming Zhai Ziyu Jia Cuntai Guan Yang Liu AAML 27 21 0 21 Apr 2023
PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition Ming Jin Enwei Zhu Changde Du Huiguang He Jinpeng Li 43 19 0 06 Feb 2023
Conditional Generative Models for Simulation of EMG During Naturalistic Movements Shihan Ma A. Clarke Kostiantyn Maksymenko Samuel Deslauriers-Gauthier X. Sheng Xiangyang Zhu D. Farina 17 4 0 03 Nov 2022
Federated Graph Neural Networks: Overview, Techniques and Challenges R. Liu Pengwei Xing Zichao Deng Anran Li Cuntai Guan Han Yu FedML 48 81 0 15 Feb 2022