Multi-modal Graph Neural Network for Early Diagnosis of Alzheimer's Disease from sMRI and PET Scans

被引:0
|
作者
Zhang, Yanteng [1 ,2 ]
He, Xiaohai [1 ]
Chan, Yi Hao [2 ]
Teng, Qizhi [1 ]
Rajapakse, Jagath C. [2 ]
机构
[1] College of Electronics and Information Engineering, Sichuan University, Chengdu,610065, China
[2] School of Computer Science and Engineering, Nanyang Technological University, Singapore,639798, Singapore
来源
arXiv | 2023年
关键词
Compilation and indexing terms; Copyright 2025 Elsevier Inc;
D O I
暂无
中图分类号
学科分类号
摘要
Convolutional neural networks - Deep learning - Diagnosis - Graph neural networks - Modal analysis - Neurodegenerative diseases - Neuroimaging - Positron emission tomography
引用
收藏
相关论文
共 50 条
  • [41] Corporate Relative Valuation Using Heterogeneous Multi-Modal Graph Neural Network
    Yang, Yang
    Yang, Jia-Qi
    Bao, Ran
    Zhan, De-Chuan
    Zhu, Hengshu
    Gao, Xiao-Ru
    Xiong, Hui
    Yang, Jian
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 35 (01) : 211 - 224
  • [42] Multi-modal Contextual Graph Neural Network for Text Visual Question Answering
    Liang, Yaoyuan
    Wang, Xin
    Duan, Xuguang
    Zhu, Wenwu
    2020 25TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2021, : 3491 - 3498
  • [43] Multi-modal neuroimaging feature selection with consistent metric constraint for diagnosis of Alzheimer's disease
    Hao, Xiaoke
    Bao, Yongjin
    Guo, Yingchun
    Yu, Ming
    Zhang, Daoqiang
    Risacher, Shannon L.
    Saykin, Andrew J.
    Yao, Xiaohui
    Shen, Li
    MEDICAL IMAGE ANALYSIS, 2020, 60
  • [44] Vector Quantized Multi-modal Guidance for Alzheimer's Disease Diagnosis Based on Feature Imputation
    Zhang, Yuanwang
    Sun, Kaicong
    Liu, Yuxiao
    Ou, Zaixin
    Shen, Dinggang
    MACHINE LEARNING IN MEDICAL IMAGING, MLMI 2023, PT I, 2024, 14348 : 403 - 412
  • [45] Relation-Induced Multi-Modal Shared Representation Learning for Alzheimer's Disease Diagnosis
    Ning, Zhenyuan
    Xiao, Qing
    Feng, Qianjin
    Chen, Wufan
    Zhang, Yu
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 2021, 40 (06) : 1632 - 1645
  • [46] A Deep Convolutional Neural Network For Early Diagnosis of Alzheimer's Disease
    Liu, Maximus
    Shalaginov, Mikhail Y.
    Liao, Rory
    Zeng, Tingying Helen
    2022 IEEE-EMBS CONFERENCE ON BIOMEDICAL ENGINEERING AND SCIENCES, IECBES, 2022, : 58 - 61
  • [47] A multi-modal deep neural network for multi-class liver cancer diagnosis
    Khan, Rayyan Azam
    Fu, Minghan
    Burbridge, Brent
    Luo, Yigang
    Wu, Fang-Xiang
    NEURAL NETWORKS, 2023, 165 : 553 - 561
  • [48] Amyloid-PET und Alzheimer-DiagnoseAmyloid PET scans and diagnosis of Alzheimer’s disease
    Peter Dal-Bianco
    psychopraxis. neuropraxis, 2017, 20 (1) : 20 - 22
  • [49] Diagnosis of Alzheimer's Disease by Canonical Correlation Analysis Based Fusion of Multi-Modal Medical Images
    Baninajjar, Anahita
    Soltanian-Zadeh, Hamid
    Rezaie, Sajad
    Mohammadi-Nejad, Ali-Reza
    2020 INTERNATIONAL CONFERENCE ON E-HEALTH AND BIOENGINEERING (EHB), 2020,
  • [50] A Multi-modal Data Platform for Diagnosis and Prediction of Alzheimer’s Disease Using Machine Learning Methods
    Zhen Pang
    Xiang Wang
    Xulong Wang
    Jun Qi
    Zhong Zhao
    Yuan Gao
    Yun Yang
    Po Yang
    Mobile Networks and Applications, 2021, 26 : 2341 - 2352