Table 10 z-scores of architectures for manually selected slices in Alzheimer’s prediction.
1 vs. 1 | CN vs. AD | |||||
|---|---|---|---|---|---|---|
EfficientNetB2 | InceptionV3 | RegNetx006 | Basic ViT | EfficientNetB2 + FPN | ViT + EfficientNetB2 + FPN | |
EfficientNetB2 | ←0.891 | ↑1.62E-36 | ↑0.1372 | ↑0.004 | ↑1.92E-16 | |
InceptionV3 | ↑1.48E-36 | ↑0.176 | ↑0.007 | ↑1.72E-15 | ||
RegNetx006 | ←2,64E-32 | ←9,61E-25 | ←7.93E-08 | |||
Basic ViT | ↑0.183 | ↑3.87E-12 | ||||
EfficientNetB2 + FPN | ↑3.05E-08 | |||||
ViT + EfficientNetB2 + FPN | ||||||
CN vs. MCI | ||||||
EfficientNetB2 | ←1.04E-14 | ↑0.0003 | ←2.27E-15 | ↑0.0002 | ←0.948 | |
InceptionV3 | ↑1.03E-25 | ↑0.579 | ↑1.22E-26 | ↑2.17E-13 | ||
RegNetx006 | ←3.25E-28 | ←1.000 | ←0.0003 | |||
Basic ViT | ↑2.22E-29 | ↑3.25E-15 | ||||
EfficientNetB2 + FPN | ←0.0003 | |||||
ViT + EfficientNetB2 + FPN | ||||||
CN vs. LMCI | ||||||
EfficientNetB2 | ←8.11E-07 | ↑7.93E-08 | ←1.30E-17 | ↑2.88E-13 | ↑3.80E-08 | |
InceptionV3 | ↑2.77E-23 | ←7.29E-05 | ↑5.59E-30 | ↑2.98E-22 | ||
RegNetx006 | ←2.17E-38 | ↑0.022 | ←1.000 | |||
Basic ViT | ↑4.26E-47 | ↑1.64E-40 | ||||
EfficientNetB2 + FPN | ←0.031 | |||||
ViT + EfficientNetB2 + FPN | ||||||
CN vs. EMCI | ||||||
EfficientNetB2 | ←0.0042 | ↑0.0106 | ←1.29E-12 | ↑0.016 | ←0.0784 | |
InceptionV3 | ↑1.88E-08 | ←8.54E-06 | ↑6.64E-08 | ↑0.2613 | ||
RegNetx006 | ←9.05E-21 | ←0.8474 | ←1.85E-05 | |||
Basic ViT | ↑7.42E-21 | ↑4.50E-08 | ||||
EfficientNetB2 + FPN | ←4.11E-05 | |||||
ViT + EfficientNetB2 + FPN | ||||||
AD vs. MCI | ||||||
EfficientNetB2 | ←0.0001 | ↑0.014 | ←3.02E-14 | ←0.0153 | ↑0.1408 | |
InceptionV3 | ↑0.1573 | ←3.40E-25 | ↑0.1573 | ↑2.48E-07 | ||
RegNetx006 | ←3.58E-21 | ↑1.0000 | ←0.0002 | |||
Basic ViT | ↑9.66E-21 | ↑4.20E-10 | ||||
EfficientNetB2 + FPN | ←1.72E-04 | |||||
ViT + EfficientNetB2 + FPN | ||||||
AD vs. LMCI | ||||||
EfficientNetB2 | ←0.0018 | ←1.000 | ←0.0184 | ↑0.2568 | ←0.0018 | |
InceptionV3 | ↑0.0027 | ↑0.3692 | ↑1.24E-04 | ←1.000 | ||
RegNetx006 | ←0.0253 | ↑0.2568 | ←0.0027 | |||
Basic ViT | ↑0.0016 | ←0.3841 | ||||
EfficientNetB2 + FPN | ←1.24E-04 | |||||
ViT + EfficientNetB2 + FPN | ||||||
AD vs. EMCI | ||||||
EfficientNetB2 | ←0.0002 | ↑1.000 | ←5.93E-06 | ←1.000 | ←6.44E-04 | |
InceptionV3 | ↑2.57E-04 | ←0.2850 | ↑1.62E-04 | ↑0.7773 | ||
RegNetx006 | ←5.93E-06 | ←1.000 | ←6.44E-04 | |||
Basic ViT | ↑5.93E-06 | ↑0.1814 | ||||
EfficientNetB2 + FPN | ←0.0006 | |||||
ViT + EfficientNetB2 + FPN | ||||||
MCI vs. LMCI | ||||||
EfficientNetB2 | ←3.06E-04 | ↑2.59E-04 | ←2.68E-08 | ↑0.024 | ←0.9136 | |
InceptionV3 | ↑4.18E-12 | ←0.0287 | ←7.76E-09 | ↑4.07E-04 | ||
RegNetx006 | ←1.70E-17 | ←0.1404 | ←3.36E-04 | |||
Basic ViT | ↑4.74E-15 | ↑2.09E-08 | ||||
EfficientNetB2 + FPN | ←0.0201 | |||||
ViT + EfficientNetB2 + FPN | ||||||
MCI vs. EMCI | ||||||
EfficientNetB2 | ←2.30E-12 | ↑0.0330 | ←0.0330 | ↑1.23E-06 | ←0.6662 | |
InceptionV3 | ↑6.94E-17 | ↑1.34E-17 | ↑2.01E-26 | ↑4.71E-12 | ||
RegNetx006 | ←1.000 | ↑0.0047 | ←0.0133 | |||
Basic ViT | ↑0.0039 | ↑0.0123 | ||||
EfficientNetB2 + FPN | ←2.15E-07 | |||||
ViT + EfficientNetB2 + FPN | ||||||
LMCI vs. EMCI | ||||||
EfficientNetB2 | ←0.0011 | ↑0.7389 | ←0.0060 | ↑0.7630 | ←0.3173 | |
InceptionV3 | ↑0.0011 | ↑0.7389 | ↑0.0011 | ↑0.0339 | ||
RegNetx006 | ←0.0018 | ↑1.000 | ↑0.1655 | |||
Basic ViT | ↑0.0027 | ↑0.0588 | ||||
EfficientNetB2 + FPN | ←0.1967 | |||||
ViT + EfficientNetB2 + FPN | ||||||
