Table 11 z-scores of architectures for with SSIM selected slices in Alzheimer’s prediction.
1 vs. 1 | CN vs. AD | |||||
|---|---|---|---|---|---|---|
EfficientNetB2 | InceptionV3 | RegNetx006 | Basic ViT | EfficientNetB2 + FPN | ViT + EfficientNetB2 + FPN | |
EfficientNetB2 | ←3.01E-24 | ↑0.2918 | ←3.42E-21 | ↑0.3657 | ↑0.3074 | |
InceptionV3 | ↑1.60E-28 | ↑0.2971 | ↑1.54E-27 | ↑2.55E-28 | ||
RegNetx006 | ←2,99E-24 | ↑0.9165 | ↑1.000 | |||
Basic ViT | ↑4.91E-26 | ↑5.27E-25 | ||||
EfficientNetB2 + FPN | ←0.9146 | |||||
ViT + EfficientNetB2 + FPN | ||||||
CN vs. MCI | ||||||
EfficientNetB2 | ←3.67E-13 | ↑1.42E-07 | ←5.03E-23 | ↑1.42E-07 | ↑0.1093 | |
InceptionV3 | ↑4.76E-32 | ←0.0656 | ↑2.90E-33 | ↑5.54E-19 | ||
RegNetx006 | ←3.06E-40 | ←1.000 | ←1.02E-04 | |||
Basic ViT | ↑3.06E-40 | ↑4.79E-26 | ||||
EfficientNetB2 + FPN | ↑7.48E-05 | |||||
ViT + EfficientNetB2 + FPN | ||||||
CN vs. LMCI | ||||||
EfficientNetB2 | ←5.37E-16 | ↑0.033 | ←2.56E-16 | ↑0.026 | ↑0.026 | |
InceptionV3 | ↑2.82E-22 | ↑0.9123 | ↑1.14E-22 | ↑1.67E-23 | ||
RegNetx006 | ←6.92E-22 | ↑0.9042 | ↑0.9042 | |||
Basic ViT | ↑2.81E-22 | ↑1.10E-22 | ||||
EfficientNetB2 + FPN | ↑1.000 | |||||
ViT + EfficientNetB2 + FPN | ||||||
CN vs. EMCI | ||||||
EfficientNetB2 | ←1.11E-29 | ↑0.0014 | ←4.07E-13 | ↑6.82E-04 | ↑8.12E-04 | |
InceptionV3 | ↑1.76E-39 | ↑6.61E-05 | ↑3.59E-41 | ↑5.84E-41 | ||
RegNetx006 | ←1.01E-24 | ←1.000 | ↑0.898 | |||
Basic ViT | ↑4.18E-23 | ↑6.62E-23 | ||||
EfficientNetB2 + FPN | ↑0.884 | |||||
ViT + EfficientNetB2 + FPN | ||||||
AD vs. MCI | ||||||
EfficientNetB2 | ←2.02E-24 | ↑1.000 | ←1.10E-13 | ↑0.0679 | ↑1.000 | |
InceptionV3 | ↑5.47E-25 | ←6.02E-04 | ↑1.09E-28 | ↑1.06E-24 | ||
RegNetx006 | ←2.81E-13 | ↑0.0588 | ↑1.000 | |||
Basic ViT | ↑5.04E-19 | ↑1.78E-13 | ||||
EfficientNetB2 + FPN | ←0.0679 | |||||
ViT + EfficientNetB2 + FPN | ||||||
AD vs. LMCI | ||||||
EfficientNetB2 | ↑0.1172 | ↑4.18E-04 | ↑0.0133 | ↑2.56E-04 | ↑0.1282 | |
InceptionV3 | ↑0.0253 | ↑0.2971 | ↑0.0184 | ←1.000 | ||
RegNetx006 | ←0.1967 | ↑1.000 | ←0.0184 | |||
Basic ViT | ↑0.1655 | ←0.2971 | ||||
EfficientNetB2 + FPN | ←0.0253 | |||||
ViT + EfficientNetB2 + FPN | ||||||
AD vs. EMCI | ||||||
EfficientNetB2 | ←6.33E-05 | ←0.0143 | ←0.0028 | ↑0.763 | ←1.86E-06 | |
InceptionV3 | ↑4.32E-08 | ↑0.1489 | ↑2.38E-05 | ←0.5287 | ||
RegNetx006 | ←7.74E-06 | ↑0.0253 | ←3.30E-09 | |||
Basic ViT | ↑0.0027 | ←0.0431 | ||||
EfficientNetB2 + FPN | ←1.14E-06 | |||||
ViT + EfficientNetB2 + FPN | ||||||
MCI vs. LMCI | ||||||
EfficientNetB2 | ←2.68E-07 | ↑2.75E-04 | ←3.09E-05 | ↑3.36E-04 | ↑6.64E-08 | |
InceptionV3 | ↑6.36E-16 | ↑0.4817 | ↑2.94E-15 | ↑0.4982 | ||
RegNetx006 | ←2.81E-13 | ↑1.000 | ↑5.69E-18 | |||
Basic ViT | ↑4.05E-14 | ↑0.1552 | ||||
EfficientNetB2 + FPN | ←2.87E-17 | |||||
ViT + EfficientNetB2 + FPN | ||||||
MCI vs. EMCI | ||||||
EfficientNetB2 | ←0.1037 | ↑0.0047 | ←1.47E-09 | ↑0.0047 | ↑0.9055 | |
InceptionV3 | ↑7.42E-06 | ↑1.85E-06 | ↑1.42E-05 | ↑0.1311 | ||
RegNetx006 | ←2.30E-18 | ↑1.000 | ↑0.0033 | |||
Basic ViT | ↑2.11E-16 | ↑6.76E-10 | ||||
EfficientNetB2 + FPN | ←0.0033 | |||||
ViT + EfficientNetB2 + FPN | ||||||
LMCI vs. EMCI | ||||||
EfficientNetB2 | ←3.47E-04 | ↑0.7389 | ←0.0290 | ↑0.7389 | ↑0.0011 | |
InceptionV3 | ↑0.0027 | ↑0.1779 | ↑0.0027 | ↑1.0000 | ||
RegNetx006 | ←0.0593 | ←1.0000 | ↑0.0027 | |||
Basic ViT | ↑0.0593 | ↑0.2230 | ||||
EfficientNetB2 + FPN | ↑0.0027 | |||||
ViT + EfficientNetB2 + FPN | ||||||
