Table 2. Performance comparison of different models on the testing dataset; where (R,W): (right,wrong) prediction for Davoudi’s UNet; (R,W): (right,wrong) prediction for DUNet; (r,w):(right,wrong) prediction for +DUNet.
| Two-Point | Multi-ellipse | Vasculature | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Simulated | Experimental | Simulated | Experimental | Simulated | Experimental | ||||||||||||||||
| SR(mm) | Noise(dB) | Prediction | Prediction | Noise(dB) | Prediction | Prediction | Noise(dB) | Prediction | Prediction | ||||||||||||
| 39.35 | 38.06 | W | W | w | W | W | w | 45.07 | W | W | w | W | W | w | 47.08 | W | W | w | W | W | w |
| 39.79 | 45.06 | W | W | w | W | W | r | 52.76 | W | W | w | W | W | r | 42.34 | W | W | w | W | W | w |
| 40.23 | 48.26 | W | W | w | W | W | r | 37.72 | W | R | w | W | W | r | 37.24 | W | W | w | W | W | r |
| 40.67 | 54.36 | W | W | w | R | R | r | 35.74 | W | R | r | W | R | r | 52.99 | W | W | r | W | W | r |
| 41.11 | 38.70 | R | W | r | R | R | r | 48.91 | W | R | r | W | R | r | 48.43 | W | W | r | W | R | r |
| 41.55 | 47.84 | R | R | r | R | R | r | 36.38 | R | R | r | W | R | r | 54.00 | W | W | r | W | R | r |
| 41.99 | 52.48 | R | R | r | R | R | r | 54.66 | R | R | r | R | R | r | 39.65 | R | R | r | W | R | r |
| 42.43 | 45.10 | R | R | r | R | R | r | 52.44 | R | R | r | R | R | r | 42.00 | R | R | r | W | R | r |
| 42.87 | 52.63 | R | R | r | R | R | r | 48.11 | R | R | r | R | R | r | 52.34 | R | R | r | W | R | r |
| 43.31 | 46.36 | R | R | r | R | R | r | 43.54 | R | R | r | R | R | r | 48.21 | R | R | r | W | R | r |
| 43.75 | 54.00 | R | R | r | R | R | r | 53.73 | R | R | r | R | R | r | 53.22 | R | R | r | W | R | r |
| 44.19 | 49.78 | R | R | r | R | R | r | 35.41 | R | R | r | R | R | r | 54.27 | R | R | r | W | R | r |
| 44.63 | 44.85 | R | R | r | R | R | r | 39.49 | R | R | r | R | R | r | 39.77 | R | R | r | W | R | r |
| 45.07 | 54.34 | R | R | r | R | R | r | 49.09 | R | R | r | R | R | r | 45.76 | R | R | r | W | W | r |
| 45.51 | 45.92 | R | R | r | W | R | r | 49.11 | R | R | r | R | R | r | 45.90 | R | R | r | W | W | r |
| 45.95 | 45.75 | R | R | r | W | W | r | 44.59 | R | R | r | W | R | r | 52.58 | R | R | r | R | W | r |
| 46.39 | 40.34 | R | R | r | W | W | w | 51.41 | R | R | r | W | R | r | 54.21 | W | W | w | W | W | w |
| 46.83 | 39.34 | W | W | w | W | W | w | 45.75 | W | R | r | W | W | r | 41.26 | W | W | w | W | W | w |
| 47.27 | 52.29 | W | W | w | W | W | w | 50.30 | W | R | r | W | W | r | 47.40 | W | W | w | W | W | w |
| 47.71 | 58.64 | W | W | w | W | W | w | 54.34 | W | W | w | W | W | r | 50.55 | W | W | w | W | W | w |
| 48.15 | 51.11 | W | W | w | W | W | w | 36.35 | W | W | w | W | W | w | 52.45 | W | W | w | W | W | w |