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Table 1 List of research works with different models and various data sets used

From: Early prediction of Alzheimer's disease using convolutional neural network: a review

Research Studies

Model

Data set

Atif Mehmood and colleagues and colleagues (2021)

The Convolutional Neural Network of multi-layer

Data sets from Alzheimer's Disease Neuroimaging Initiative (ADNI) database

Modupe Odusami and colleagues (2021)

18-layered Convolutional Neural Network

Data sets from ADNI

Janani Venugopalan and colleagues (2021)

3D Convolutional Neural Network

Data sets from ADNI

Amnaya Pradhan and colleagues (2021)

DenseNet169, VGG19

Kaggle data set

Aakash Shah and colleagues (2020)

SVM Classifiers based on voting Xboost Random forest classifier

Data collection is done yearwise

Huanhuan Ji and colleagues (2019)

ConvNet

Data sets from ADNI

Firouzeh Razavi and colleagues (2019)

Softmax Regression

Data sets from ADNI

Jyoti Islam and colleagues (2018)

Deep CNN

Data sets from ADNI

Jyoti Islam and colleagues (2018)

3D CNN

Data sets from ADNI

Priyanka Thakare and colleagues (2016)

SVM

Smt. Kashibai Navale Medical Hospital Pune

  1. ADNI: Alzheimer's Disease Neuroimaging Initiative; CNN: Convolutional Neural Network; SVM: Support Vector Machine; VGG: Visual Geometry Group