Table 4
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Comparison with advanced methods

MethodModalitySamplesACC (%)
3D-CNNMRI + SNP + EHR267 (NC)/128 (AD)86.00
C-GNNfMRI960 (NC)/592 (AD)85.80
SVMMRI74 (EMCI)/38 (LMCI)64.30
FSN + PFCfMRI29 (EMCI)/18 (LMCI)80.85
C-GNNfMRI638 (LMCI)/592 (AD)65.20
TLAMRI70 (LMCI)/75 (AD)76.73
FIAD-GANfMRI + SNP237 (NC)/233 (AD)93.62
197 (EMCI)/203 (LMCI)91.25
203 (LMCI)/233 (AD)91.95
MethodModalitySamplesACC (%)
3D-CNNMRI + SNP + EHR267 (NC)/128 (AD)86.00
C-GNNfMRI960 (NC)/592 (AD)85.80
SVMMRI74 (EMCI)/38 (LMCI)64.30
FSN + PFCfMRI29 (EMCI)/18 (LMCI)80.85
C-GNNfMRI638 (LMCI)/592 (AD)65.20
TLAMRI70 (LMCI)/75 (AD)76.73
FIAD-GANfMRI + SNP237 (NC)/233 (AD)93.62
197 (EMCI)/203 (LMCI)91.25
203 (LMCI)/233 (AD)91.95
Table 4
Open in new tab

Comparison with advanced methods

MethodModalitySamplesACC (%)
3D-CNNMRI + SNP + EHR267 (NC)/128 (AD)86.00
C-GNNfMRI960 (NC)/592 (AD)85.80
SVMMRI74 (EMCI)/38 (LMCI)64.30
FSN + PFCfMRI29 (EMCI)/18 (LMCI)80.85
C-GNNfMRI638 (LMCI)/592 (AD)65.20
TLAMRI70 (LMCI)/75 (AD)76.73
FIAD-GANfMRI + SNP237 (NC)/233 (AD)93.62
197 (EMCI)/203 (LMCI)91.25
203 (LMCI)/233 (AD)91.95
MethodModalitySamplesACC (%)
3D-CNNMRI + SNP + EHR267 (NC)/128 (AD)86.00
C-GNNfMRI960 (NC)/592 (AD)85.80
SVMMRI74 (EMCI)/38 (LMCI)64.30
FSN + PFCfMRI29 (EMCI)/18 (LMCI)80.85
C-GNNfMRI638 (LMCI)/592 (AD)65.20
TLAMRI70 (LMCI)/75 (AD)76.73
FIAD-GANfMRI + SNP237 (NC)/233 (AD)93.62
197 (EMCI)/203 (LMCI)91.25
203 (LMCI)/233 (AD)91.95
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