Multi-View Based Multi-Model Learning for MCI Diagnosis

Multi-View Based Multi-Model Learning for MCI Diagnosis

Mild cognitive impairment (MCI) is the early stage of Alzheimer’s disease (AD). Automatic diagnosis of MCI by magnetic resonance imaging (MRI) images has been the focus of research in recent years. Furthermore, deep learning models based on 2D view and 3D view have been widely used in the...

Full description

Bibliographic Details
Main Authors:	Ping Cao, Jie Gao, Zuping Zhang
Format:	Article
Language:	English
Published:	MDPI AG 2020-03-01
Series:	Brain Sciences
Subjects:	alzheimer’s disease magnetic resonance imaging multi-view cnn
Online Access:	https://www.mdpi.com/2076-3425/10/3/181

Similar Items

Computer-Aided Diagnosis of Alzheimer’s Disease through Weak Supervision Deep Learning Framework with Attention Mechanism
by: Shuang Liang, et al.
Published: (2021-12-01)

Diagnosis of Alzheimer’s Disease via Multi-Modality 3D Convolutional Neural Network
by: Yechong Huang, et al.
Published: (2019-05-01)

Pose Recognition of 3D Human Shapes via Multi-View CNN with Ordered View Feature Fusion
by: Hui Wang, et al.
Published: (2020-08-01)

Epileptic Seizure Prediction With Multi-View Convolutional Neural Networks
by: Chien-Liang Liu, et al.
Published: (2019-01-01)

Identification of multimodal brain imaging association via a parameter decomposition based sparse multi-view canonical correlation analysis method
by: Alzheimer's Disease Neuroimaging Initiative, et al.
Published: (2022)

A Novel Brain MRI Image Segmentation Method Using an Improved Multi-View Fuzzy c-Means Clustering Algorithm
by: Lei Hua, et al.
Published: (2021-03-01)

Multi-View Multi-Label Learning With View-Label-Specific Features
by: Jun Huang, et al.
Published: (2019-01-01)

Improving Alzheimer's stage categorization with Convolutional Neural Network using transfer learning and different magnetic resonance imaging modalities
by: Karim Aderghal, et al.
Published: (2020-12-01)

Diagnosis of Brain Diseases via Multi-Scale Time-Series Model
by: Zehua Zhang, et al.
Published: (2019-03-01)

Segmentation in object-oriented encoding and multi-view images transmission
by: V. Yu. Tsviatkou
Published: (2019-06-01)

Brain MRI Analysis for Alzheimer's Disease Diagnosis Using CNN-Based Feature Extraction and Machine Learning
by: AlSaeed, D., et al.
Published: (2022)

A GA-Based Multi-View, Multi-Learner Active Learning Framework for Hyperspectral Image Classification
by: Nasehe Jamshidpour, et al.
Published: (2020-01-01)

Diagnosis of Alzheimer's Disease Based on Multi-Output Three-Dimensional Convolutional Neural Network
by: WEI Zhi-hong, et al.
Published: (2021-03-01)

Multi-View Imaging of Drosophila Embryos
by: Groh, Paul
Published: (2008)

Multi-View Imaging of Drosophila Embryos
by: Groh, Paul
Published: (2008)

Bidirectional Mapping of Brain MRI and PET With 3D Reversible GAN for the Diagnosis of Alzheimer’s Disease
by: Wanyun Lin, et al.
Published: (2021-04-01)

Multi-Stream Convolutional Neural Network for SAR Automatic Target Recognition
by: Pengfei Zhao, et al.
Published: (2018-09-01)

MRI Segmentation and Classification of Human Brain Using Deep Learning for Diagnosis of Alzheimer’s Disease: A Survey
by: Nagaraj Yamanakkanavar, et al.
Published: (2020-06-01)

Lymph node detection in MR Lymphography: false positive reduction using multi-view convolutional neural networks
by: Oscar A. Debats, et al.
Published: (2019-11-01)

Real-Time View-Interpolation System for Super Multi-View 3D Display
by: HONDA, Toshio, et al.
Published: (2003)

Predicting Conversion from MCI to AD Combining Multi-Modality Data and Based on Molecular Subtype
by: Hai-Tao Li, et al.
Published: (2021-05-01)

Incomplete Multi-view Classification via Discriminative and Sparse Representation
by: XIN Like, YANG Wanqi, YANG Ming
Published: (2021-10-01)

Multi-View Analysis Dictionary Learning for Image Classification
by: Qianyu Wang, et al.
Published: (2018-01-01)

Deep Learning Framework for Alzheimer’s Disease Diagnosis via 3D-CNN and FSBi-LSTM
by: Chiyu Feng, et al.
Published: (2019-01-01)

3D CNN Based Automatic Diagnosis of Attention Deficit Hyperactivity Disorder Using Functional and Structural MRI
by: Liang Zou, et al.
Published: (2017-01-01)

A multi-model deep convolutional neural network for automatic hippocampus segmentation and classification in Alzheimer’s disease
by: Manhua Liu, et al.
Published: (2020-03-01)

Multi-View Clustering With Learned Bipartite Graph
by: Miaomiao Li, et al.
Published: (2021-01-01)

Multi-View Pose Generator Based on Deep Learning for Monocular 3D Human Pose Estimation
by: Jun Sun, et al.
Published: (2020-07-01)

Multi-View and Multi-Language Description Generation for Cross-Department Medical Diagnosis Processes
by: Guiyuan Yuan, et al.
Published: (2018-01-01)

Multi-View Classification via a Fast and Effective Multi-View Nearest-Subspace Classifier
by: Ting Shu, et al.
Published: (2019-01-01)

Multi-Task Multi-View Learning Based on Cooperative Multi-Objective Optimization
by: Di Zhou, et al.
Published: (2018-01-01)

A Multi-View Fusion Method via Tensor Learning and Gradient Descent for Image Features
by: Laihang Yu, et al.
Published: (2021-01-01)

Differential Diagnosis of Frontotemporal Dementia, Alzheimer's Disease, and Normal Aging Using a Multi-Scale Multi-Type Feature Generative Adversarial Deep Neural Network on Structural Magnetic Resonance Images
by: Da Ma, et al.
Published: (2020-10-01)

Kernel-Induced Incomplete Multi-view Clustering
by: ZHANG Wei, DENG Zhaohong, WANG Shitong
Published: (2021-02-01)

Deep Learning for Diagnosis of Paranasal Sinusitis Using Multi-View Radiographs
by: Yejin Jeon, et al.
Published: (2021-02-01)

Integration and relative value of biomarkers for prediction of MCI to AD progression: Spatial patterns of brain atrophy, cognitive scores, APOE genotype and CSF biomarkers
by: Xiao Da, et al.
Published: (2014-01-01)

Multi-View Spectral Clustering With Incomplete Graphs
by: Wenzhang Zhuge, et al.
Published: (2020-01-01)

Subcortical Ischemic Vasculopathy In Alzheimer's Disease: Brain-behaviour Relationships
by: Levy, Naama
Published: (2008)

Subcortical Ischemic Vasculopathy In Alzheimer's Disease: Brain-behaviour Relationships
by: Levy, Naama
Published: (2008)

A comparison of three brain atlases for MCI prediction
by: Ota, Kenichi
Published: (2015)

Cannot write session to /tmp/vufind_sessions/sess_hntnkn3fgkrj8jnu5eqk6dngug