Explainable Deep-Learning-Based Diagnosis of Alzheimer’s Disease Using Multimodal Input Fusion of PET and MRI Images

被引：0
|
作者：
Modupe Odusami
Rytis Maskeliūnas
Robertas Damaševičius
Sanjay Misra
机构：
[1] Kaunas University of Technology,Department of Multimedia Engineering
[2] Silesian University of Technology,Faculty of Applied Mathematics
[3] Institute of Energy Technology,undefined
来源：
Journal of Medical and Biological Engineering | 2023年 / 43卷
关键词：
Alzheimer’s disease; Feature fusion; MRI; PET; Heuristic methods; Deep learning;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
页码：291 / 302
页数：11
相关论文
共 50 条
  • [1] Explainable Deep-Learning-Based Diagnosis of Alzheimer's Disease Using Multimodal Input Fusion of PET and MRI Images
    Odusami, Modupe
    Maskeliunas, Rytis
    Damasevicius, Robertas
    Misra, Sanjay
    [J]. JOURNAL OF MEDICAL AND BIOLOGICAL ENGINEERING, 2023, 43 (03) : 291 - 302
  • [2] Input Agnostic Deep Learning for Alzheimer's Disease Classification Using Multimodal MRI Images
    Massalimova, Aidana
    Varol, Huseyin Atakan
    [J]. 2021 43RD ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY (EMBC), 2021, : 2875 - 2878
  • [3] Multimodal EEG, MRI and PET Data Fusion for Alzheimer's Disease Diagnosis
    Polikar, Robi
    Tilley, Christopher
    Hillis, Brendan
    Clark, Chris M.
    [J]. 2010 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2010, : 6058 - 6061
  • [4] Deep learning based diagnosis of Alzheimer's disease using FDG-PET images
    Kishore, Nand
    Goel, Neelam
    [J]. NEUROSCIENCE LETTERS, 2023, 817
  • [5] An Effective Multimodal Image Fusion Method Using MRI and PET for Alzheimer's Disease Diagnosis
    Song, Juan
    Zheng, Jian
    Li, Ping
    Lu, Xiaoyuan
    Zhu, Guangming
    Shen, Peiyi
    [J]. FRONTIERS IN DIGITAL HEALTH, 2021, 3
  • [6] TRANSFORMER-BASED MULTIMODAL FUSION FOR EARLY DIAGNOSIS OF ALZHEIMER'S DISEASE USING STRUCTURAL MRI AND PET
    Zhang, Yuanwang
    Sun, Kaicong
    Liu, Yuxiao
    Shen, Dinggang
    [J]. 2023 IEEE 20TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING, ISBI, 2023,
  • [7] Assisted Diagnosis of Alzheimer's Disease Based on Deep Learning and Multimodal Feature Fusion
    Wang, Yu
    Liu, Xi
    Yu, Chongchong
    [J]. COMPLEXITY, 2021, 2021
  • [8] Explainable Deep CNNs for MRI-Based Diagnosis of Alzheimer's Disease
    Nigri, Eduardo
    Ziviani, Nivio
    Cappabianco, Fabio
    Antunes, Augusto
    Veloso, Adriano
    [J]. 2020 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2020,
  • [9] Multimodal Fusion-Based Deep Learning Network for Effective Diagnosis of Alzheimer's Disease
    Dwivedi, Shubham
    Goel, Tripti
    Tanveer, M.
    Murugan, R.
    Sharma, Rahul
    [J]. IEEE MULTIMEDIA, 2022, 29 (02) : 45 - 55
  • [10] Deep learning and multimodal feature fusion for the aided diagnosis of Alzheimer's disease
    Jia, Hongfei
    Lao, Huan
    [J]. NEURAL COMPUTING & APPLICATIONS, 2022, 34 (22): : 19585 - 19598
12345