Table 2. Ablation experiment results over our dataset.
Network | Module | Metrics | ||||||
---|---|---|---|---|---|---|---|---|
| ||||||||
SE | CAM | GRU | Precision | Dice | Accuracy | Jaccard | IOU | |
Baseline | 52.6 ± 11.72 | 67.75 ± 11.77 | 97.03 ± 1.51 | 52.26 ± 11.69 | 52.27 ± 11.67 | |||
Model 1 | √ | 55.54 ± 15.26 | 69.81 ± 14.77 | 97.62 ± 0.92 | 55.33 ± 15.2 | 55.34 ± 15.19 | ||
Model 2 | √ | 60.19 ± 13.36 | 73.25 ± 12.77 | 97.90 ± 0.99 | 59.12 ± 13.4 | 59.13 ± 13.39 | ||
Model 3 | √ | 66.49 ± 14.9 | 77.33 ± 13.17 | 98.42 ± 0.81 | 64.63 ± 15.05 | 64.64 ± 15.03 | ||
| ||||||||
Model 4 | √ | √ | 66.55 ± 15.76 | 77.53 ± 14.83 | 98.44 ± 0.81 | 65.18 ± 15.65 | 65.19 ± 15.63 | |
Model 5 | √ | √ | 68.76 ± 15.16 | 77.94 ± 12.71 | 98.47 ± 0.75 | 73.44 ± 12.36 | 65.29 ± 13.81 | |
Model 6 | √ | √ | 60.18 ± 13.19 | 76.43 ± 10.37 | 98.9 ± 0.86 | 67.11 ± 13.24 | 62.13 ± 13.25 | |
| ||||||||
Model 7 | √ | √ | √ | 85.7 ± 11.56 | 89.12 ± 11.87 | 99.42 ± 0.42 | 81.45 ± 11.55 | 81.85 ± 13.77 |