Table 12 z-scores of architectures for manually 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 | 8 min 12 min 7 min 18 min 10 min 20 min | 1.3 h 2.0 h 1.2 h 3.0 h 1.7 h 3.3 h |