TABLE III.
Summary of experiments. All DNNs used in these experiments were trained with simulated anechoic cysts.
| Experiment | Objective | Summary |
|---|---|---|
| 1 | Input Domain Comparison | Evaluate and select models |
| 2 | Input Domain Comparison | Evaluate whether selected models can generalize to pulse shapes not seen during training |
| 3 | Input Domain Comparison | Evaluate whether selected models can generalize to physical phantom data |
| 4 | Input Domain Comparison | Evaluate whether selected models can generalize to in vivo liver data |
| 5 | CNR Regularization | Evaluate and select CNR-regularized models |
| 6 | CNR Regularization | Evaluate whether selected CNR-regularized models can generalize to in vivo liver data |