Table 1. Comparison of patch sizes and sample rate for the four networks.
UNet | TwoPathCNN | DeepMedic | HighResNet | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Batch size | 5 | 3 | 1 | 5 | 3 | 1 | 5 | 3 | 1 | 5 | 3 | 1 |
Initial patch size | 56 | 64 | 88 | 51 | 63 | 85 | 51 | 63 | 87 | 51 | 63 | 85 |
Effective patch size | 16 | 24 | 48 | 19 | 31 | 53 | 3 | 15 | 39 | 15 | 27 | 49 |
Imbalance ratio | 0.52 | 0.33 | 0.15 | 0.29 | 0.25 | 0.16 | 0.20 | 0.01 | 0.002 | 0.02 | 0.01 | 0.003 |