Table 15 Training times with 1 vs. 1 (5 slices selected with SSIM).
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) | 33 seconds 47 seconds 39 seconds 60 seconds 71 seconds 90 seconds | 5.8 minutes 7.5 minutes 6.2 minutes 8.3 minutes 12 minutes 15.1 minutes |
CN/MCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 41 seconds 59 seconds 51 seconds 77 seconds 85 seconds 119 seconds | 7.1 minutes 8.5 minutes 8.7 minutes 12.5 minutes 15.3 minutes 19.3 minutes |
CN/LMCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 31 seconds 39 seconds 38 seconds 49 seconds 69 seconds 75 seconds | 4.8 minutes 6.4 minutes 6.3 minutes 8.4 minutes 10.4 minutes 13.6 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 | 5.3 minutes 7.2 minutes 6.1 minutes 9.6 minutes 11.4 minutes 14.3 minutes |
AD/MCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 18 seconds 22 seconds 16 seconds 25 seconds 30 seconds 45 seconds | 2.1 minutes 3.4 minutes 2.6 minutes 4.3 minutes 5.6 minutes 7.5 minutes |
AD/LMCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 5 seconds 7 seconds 7 seconds 8 seconds 11 seconds 12 seconds | 1.01 minutes 1.2 minutes 1.1 minutes 1.43 minutes 1.8 minutes 1.6 minutes |
AD/EMCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 7 seconds 9 seconds 9 seconds 11 seconds 16 seconds 18 seconds | 1.2 minutes 1.56 minutes 1.43 minutes 1.29 minutes 1.5 minutes 2.6 minutes |
MCI/LMCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 15 seconds 17 seconds 13 seconds 18 seconds 27 seconds 38 seconds | 2.43 minutes 2.52 minutes 2.8 minutes 3.21 minutes 4.2 minutes 5.91 minutes |
MCI/EMCI | EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2+FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 15 seconds 18 seconds 20 seconds 28 seconds 29 seconds 38 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) | 4 seconds 6 seconds 6 seconds 7 seconds 9 seconds 11 seconds | 0.75 minutes 1.10 minutes 1.0 minutes 1.32 minutes 1.67 minutes 2.0 minutes |
