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
  • [21] Re-transfer learning and multi-modal learning assisted early diagnosis of Alzheimer's disease
    Fang, Meie
    Jin, Zhuxin
    Qin, Feiwei
    Peng, Yong
    Jiang, Chao
    Pan, Zhigeng
    MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (20) : 29159 - 29175
  • [22] Multi-modal deep learning model for auxiliary diagnosis of Alzheimer's disease
    Zhang, Fan
    Li, Zhenzhen
    Zhang, Boyan
    Dua, Haishun
    Wang, Binjie
    Zhang, Xinhong
    NEUROCOMPUTING, 2019, 361 : 185 - 195
  • [23] Volumetric Feature-Based Alzheimer's Disease Diagnosis From sMRI Data Using a Convolutional Neural Network and a Deep Neural Network
    Basher, Abol
    Kim, Byeong C.
    Lee, Kun Ho
    Jung, Ho Yub
    IEEE ACCESS, 2021, 9 : 29870 - 29882
  • [24] Multi-modal Graph Neural Network with Transformer-Guided Adaptive Diffusion for Preclinical Alzheimer Classification
    Sim, Jaeyoon
    Lee, Minjae
    Wu, Guorong
    Kim, Won Hwa
    MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2024, PT V, 2024, 15005 : 511 - 521
  • [25] Developing a Dynamic Graph Network for Interpretable Analysis of Multi-Modal MRI Data in Parkinson's Disease Diagnosis
    Li, Fanshi
    Wang, Zhihui
    Guo, Yifan
    Liu, Congcong
    Zhu, Yanjie
    Zhou, Yihang
    Li, Jun
    Liang, Dong
    Wang, Haifeng
    2023 45TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY, EMBC, 2023,
  • [26] Disentangled Attention Graph Neural Network for Alzheimer's Disease Diagnosis
    Gamgam, Gurur
    Kabakcioglu, Alkan
    Dal, Demet Yuksel
    Acar, Burak
    MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2024, PT X, 2024, 15010 : 219 - 228
  • [27] Pairwise feature-based generative adversarial network for incomplete multi-modal Alzheimer's disease diagnosis
    Ye, Haizhou
    Zhu, Qi
    Yao, Yuan
    Jin, Yichao
    Zhang, Daoqiang
    VISUAL COMPUTER, 2023, 39 (06): : 2235 - 2244
  • [28] Pairwise feature-based generative adversarial network for incomplete multi-modal Alzheimer’s disease diagnosis
    Haizhou Ye
    Qi Zhu
    Yuan Yao
    Yichao Jin
    Daoqiang Zhang
    The Visual Computer, 2023, 39 (6) : 2235 - 2244
  • [29] On the limits of graph neural networks for the early diagnosis of Alzheimer’s disease
    Laura Hernández-Lorenzo
    Markus Hoffmann
    Evelyn Scheibling
    Markus List
    Jordi A. Matías-Guiu
    Jose L. Ayala
    Scientific Reports, 12
  • [30] On the limits of graph neural networks for the early diagnosis of Alzheimer's disease
    Hernandez-Lorenzo, Laura
    Hoffmann, Markus
    Scheibling, Evelyn
    List, Markus
    Matias-Guiu, Jordi A.
    Ayala, Jose L.
    SCIENTIFIC REPORTS, 2022, 12 (01)