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 63 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 67 1 0 17 Jan 2025
EEG Emotion Copilot: Optimizing Lightweight LLMs for Emotional EEG Interpretation with Assisted Medical Record Generation Hongyu Chen Weiming Zeng Cen Chen Luhui Cai Fei-Yue Wang ... Wei Zhang Yuchen Li Hongjie Yan W. Siok Nizhuan Wang 44 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 32 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 31 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 23 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 40 8 0 02 Feb 2024
Graph Neural Network-based EEG Classification: A Survey D. Klepl Min Wu F. He 51 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 29 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 24 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 46 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 19 5 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