Table 13 z-scores of architectures for with SSIM selected slices in Alzheimer’s prediction.
Models | Parameter numbers | Model size | Inference speed | Estimated epoch duration | Total training time | |
---|---|---|---|---|---|---|
EfficientNetB2 InceptionV3 RegNetx006 Basic ViT EfficientNetB2 + FPN (Our Model) ViT + EfficientNetB2 + FPN (Our Model) | 9.2 M 23.9 M 6.2 M 86.0 M 9.5 M 95 M | 8 MB 92 MB 120 MB 200 MB 15 MB 250 MB | 50ms 100ms 40ms 200ms 80ms 250ms | 7.2 min 10.8 min 6.3 min 16.2 min 9.0 min 18 min | 1.2 h 1.8 h 1.1 h 2.7 h 1.5 h 3.0 h |