Table 14 Training times with 1 vs. 1 (5 slices selected manually).
1 vs. 1 | Models | Estimated epoch duration | Total training time |
|---|---|---|---|
CN/AD | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 39 seconds 52 seconds 46 seconds 65 seconds 78 seconds 98 seconds | 6.5 minutes 8.7 minutes 7.6 minutes 10.8 minutes 13 minutes 16.3 minutes |
CN/MCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 49 seconds 65 seconds 58 seconds 82 seconds 98 seconds 123 seconds | 8.2 minutes 10.9 minutes 9.6 minutes 13.7 minutes 16.4 minutes 20.5 minutes |
CN/LMCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 36 seconds 47 seconds 42 seconds 59 seconds 71 seconds 89 seconds | 6 minutes 7.9 minutes 7.0 minutes 9.9 minutes 11.9 minutes 14.9 minutes |
CN/EMCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 38 seconds 50 seconds 44 seconds 63 seconds 76 seconds 95 seconds | 6.3 minutes 8.4 minutes 7.4 minutes 10.5 minutes 12.6 minutes 15.8 minutes |
AD/MCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 20 seconds 26 seconds 23 seconds 33 seconds 40 seconds 50 seconds | 3.3 minutes 4.4 minutes 3.85 minutes 5.5 minutes 6.6 minutes 8.25 minutes |
AD/LMCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 6 seconds 8 seconds 7 seconds 11 seconds 13 seconds 16 seconds | 1.05 minutes 1.4 minutes 1.2 minutes 1.75 minutes 2.1 minutes 2.6 minutes |
AD/EMCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 8 seconds 11 seconds 10 seconds 14 seconds 17 seconds 21 seconds | 1.4 minutes 1.87 minutes 1.63 minutes 2.33 minutes 2.8 minutes 3.5 minutes |
MCI/LMCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 17 seconds 22 seconds 19 seconds 28 seconds 33 seconds 41 seconds | 2.75 minutes 3.67 minutes 3.2 minutes 4.58 minutes 5.5 minutes 6.88 minutes |
MCI/EMCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 19 seconds 25 seconds 22 seconds 31 seconds 37 seconds 47 seconds | 3.1 minutes 4.13 minutes 3.62 minutes 5.17 minutes 6.2 minutes 7.75 minutes |
LMCI/EMCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 5 seconds 7 seconds 6 seconds 8 seconds 10 seconds 13 seconds | 0.85 minutes 1.13 minutes 1.0 minutes 1.42 minutes 1.7 minutes 2.1 minutes |
