EEG Spatial Analysis based on Brain thermogram Image Recognition

被引:0
|
作者
Ding, Mingzhen [1 ]
Liu, Ziyi [1 ]
Xu, Guohui [1 ]
Ding, Shudong [1 ]
Zhang, Hao Lan [2 ]
机构
[1] Ningbo Tech Univ, Ningbo, Zhejiang, Peoples R China
[2] NIT Zhejiang Univ, Ningbo, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Image Recognition; Brain Analysis; EEG; CNN; VGG;
D O I
10.1145/3498851.3498951
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
EEG feature recognition is an important research issue for understanding human brain activities. However, the invasive solution for brain informatics research is causing concerns on its safety and reliability. Therefore, current research in brain informatics field pays more attention on non-invasive brain analysis. In this paper, we introduce a novel solution, which combines EEG signal analysis with EEG heat spots image recognition based on the Convolutional Neural Network (CNN) method. The experimental results demonstrate our solution can enhance the EEG feature recognition.
引用
收藏
页码:197 / 202
页数:6
相关论文
共 50 条
  • [1] Emotional Analysis and Recognition Based on EEG Brain Network
    Deng, Hongxia
    Qian, Guanyu
    Zhang, Yuefang
    Hu, Chunxiang
    Liu, Ying
    Li, Haifang
    2020 EIGHTH INTERNATIONAL CONFERENCE ON ADVANCED CLOUD AND BIG DATA (CBD 2020), 2020, : 56 - 61
  • [2] Spatial Statistics for Spatial Pyramid Matching Based Image Recognition
    Yamasaki, Toshihiko
    Chen, Tsuhan
    2012 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC), 2012,
  • [3] Emergency Braking Behavior Recognition Based on Spatial Features of EEG
    Yuan Y.
    Yan G.
    Chang W.
    Zhang Y.
    Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China, 2024, 53 (01): : 84 - 91
  • [4] Can the image of food mislead the brain? Neurogastronomy research with EEG and emotion recognition
    Ucuk, Ceyhun
    Percin, Nilufer Sahin
    Cevik, Cagin
    Al, Tugba
    Kara, Ihsan
    INTERNATIONAL JOURNAL OF GASTRONOMY AND FOOD SCIENCE, 2025, 39
  • [5] Emotion Recognition Based on EEG Brain Rhythm Sequencing Technique
    Li, Jia Wen
    Barma, Shovan
    Pun, Sio Hang
    Vai, Mang I.
    Mak, Peng Un
    IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS, 2023, 15 (01) : 163 - 174
  • [6] Recognition of Hypoxia EEG with a Preset Confidence Level Based on EEG Analysis
    Zhang, Jin
    Li, Guang
    Hu, Meng
    Li, Jiaojie
    Luo, Zhiyuan
    2008 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-8, 2008, : 3005 - +
  • [7] Automatic spatial annotation of image based on object recognition
    Lin, Lichun
    Tong, Shi
    Journal of Information and Computational Science, 2013, 10 (18): : 5839 - 5848
  • [8] Emotion Recognition Based on Selected EEG Signals by Common Spatial Pattern
    Li, Guofa
    Yuan, Bangwei
    Ouyang, Delin
    Li, Wenbo
    Pan, Yufan
    Guo, Zizheng
    Guo, Gang
    IEEE SENSORS JOURNAL, 2024, 24 (06) : 8414 - 8426
  • [9] CONVOLUTIONAL NEURAL NETWORK APPROACH FOR EEG-BASED EMOTION RECOGNITION USING BRAIN CONNECTIVITY AND ITS SPATIAL INFORMATION
    Moon, Seong-Eun
    Jang, Soobeom
    Lee, Jong-Seok
    2018 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2018, : 2556 - 2560
  • [10] EEG-Based Biometrics Utilizing Image Recognition for Patient Identification
    Do, Hy
    Vu Truong
    George, Kiran
    Shirke, Bhagyashree
    2019 IEEE 10TH ANNUAL UBIQUITOUS COMPUTING, ELECTRONICS & MOBILE COMMUNICATION CONFERENCE (UEMCON), 2019, : 591 - 595