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A Comparative Analysis of Gradient-Based, Edge-Based, and Segmentation-Based Data Augmentation Methods for Early Diagnosis of Alzheimer's Disease Using Neuroimaging Modalities and Deep Learning.

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Title: A Comparative Analysis of Gradient-Based, Edge-Based, and Segmentation-Based Data Augmentation Methods for Early Diagnosis of Alzheimer's Disease Using Neuroimaging Modalities and Deep Learning.
Authors: Dawood, Muhammad1 (AUTHOR), Rasheed, Usman1,2 (AUTHOR), Ahmad, Waqas1 (AUTHOR), Tufail, Ahsan Bin1,2 (AUTHOR), Albahli, Afnan2 (AUTHOR)
Source: Symmetry (20738994). Aug2026, Vol. 18 Issue 8, p1254. 21p.
Database: Mathematics Source
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  Data: <searchLink fieldCode="JN" term="%22Symmetry+%2820738994%29%22">Symmetry (20738994)</searchLink>. Aug2026, Vol. 18 Issue 8, p1254. 21p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=msf&AN=196611690
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              Text: Aug2026
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