ADD-Net: An Effective Deep Learning Model for Early Detection of Alzheimer Disease in MRI Scans

Mian Muhammad Sadiq Fareed; Shahid Zikria; Gulnaz Ahmed; Mui-Zzud-Din; Saqib Mahmood; Muhammad Aslam; Syeda Fizzah Jillani; Ahmad Moustafa; Muhammad Asad

doi:10.1109/ACCESS.2022.3204395

ADD-Net: An Effective Deep Learning Model for Early Detection of Alzheimer Disease in MRI Scans

Mian Muhammad Sadiq Fareed, Shahid Zikria, Gulnaz Ahmed, Mui-Zzud-Din, Saqib Mahmood, Muhammad Aslam, Syeda Fizzah Jillani, Ahmad Moustafa, Muhammad Asad

Research output: Contribution to journal › Article › peer-review

33 Citations (Scopus)

Original language	English
Pages (from-to)	96930-96951
Number of pages	22
Journal	IEEE Access
Volume	10
DOIs	https://doi.org/10.1109/ACCESS.2022.3204395
Publication status	Published - 2022
Externally published	Yes

ASJC Scopus Subject Areas

General Computer Science
General Materials Science
General Engineering

Keywords

class activation
computer-aided diagnosis
Deep learning
image classification
imbalanced data-set
MRI data-set
SMOTETOMEK
supervised learning
transfer learning

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10.1109/ACCESS.2022.3204395

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title = "ADD-Net: An Effective Deep Learning Model for Early Detection of Alzheimer Disease in MRI Scans",

keywords = "class activation, computer-aided diagnosis, Deep learning, image classification, imbalanced data-set, MRI data-set, SMOTETOMEK, supervised learning, transfer learning",

author = "Fareed, {Mian Muhammad Sadiq} and Shahid Zikria and Gulnaz Ahmed and Mui-Zzud-Din and Saqib Mahmood and Muhammad Aslam and Jillani, {Syeda Fizzah} and Ahmad Moustafa and Muhammad Asad",

year = "2022",

doi = "10.1109/ACCESS.2022.3204395",

language = "English",

volume = "10",

pages = "96930--96951",

journal = "IEEE Access",

issn = "2169-3536",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

}

TY - JOUR

T1 - ADD-Net

T2 - An Effective Deep Learning Model for Early Detection of Alzheimer Disease in MRI Scans

AU - Fareed, Mian Muhammad Sadiq

AU - Zikria, Shahid

AU - Ahmed, Gulnaz

AU - Mui-Zzud-Din,

AU - Mahmood, Saqib

AU - Aslam, Muhammad

AU - Jillani, Syeda Fizzah

AU - Moustafa, Ahmad

AU - Asad, Muhammad

PY - 2022

Y1 - 2022

KW - class activation

KW - computer-aided diagnosis

KW - Deep learning

KW - image classification

KW - imbalanced data-set

KW - MRI data-set

KW - SMOTETOMEK

KW - supervised learning

KW - transfer learning

UR - http://www.scopus.com/inward/record.url?scp=85137859563&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85137859563&partnerID=8YFLogxK

U2 - 10.1109/ACCESS.2022.3204395

DO - 10.1109/ACCESS.2022.3204395

M3 - Article

AN - SCOPUS:85137859563

SN - 2169-3536

VL - 10

SP - 96930

EP - 96951

JO - IEEE Access

JF - IEEE Access

ER -

ADD-Net: An Effective Deep Learning Model for Early Detection of Alzheimer Disease in MRI Scans

ASJC Scopus Subject Areas

Keywords

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