TABLE 1.
Ablation study results for clinical target volume (CTV) segmentation on three‐dimensional (3‐D) magnetic resonance (MR) images against expert manual segmentation
Method | Bladder localization | CTV span detection | CTV segmentation | DSC | p‐Value |
---|---|---|---|---|---|
1 | – | 2‐D Attention U‐Net | 3‐D B2 U‐Net | *0.81 ± 0.08 | 0.0274 |
2 | 3‐D U‐Net | – | 3‐D B2 U‐Net | *0.78 ± 0.05 | 1.81E − 08 |
3 | 3‐D U‐Net | 2‐D Attention U‐Net | 2‐D Attention U‐Net | *0.80 ± 0.05 | 7.17E − 05 |
4 | 3‐D U‐Net | 2‐D Attention U‐Net | 3‐D Dense U‐Net | *0.80 ± 0.10 | 0.0131 |
5 | 3‐D U‐Net | 2‐D Attention U‐Net | 3‐D U‐Net | *0.81 ± 0.08 | 0.0265 |
6 | 3‐D U‐Net | 2‐D Attention U‐Net | 3‐D B2 Dense U‐Net | *0.82 ± 0.05 | 0.0082 |
7 | 3‐D U‐Net | 2‐D Attention U‐Net | 3‐D B2 Attention U‐Net | *0.80 ± 0.06 | 1.25E − 04 |
Proposed | 3‐D U‐Net | 2‐D Attention U‐Net | 3‐D B2 U‐Net | 0.85 ± 0.03 | – |
Note: The asterisk denotes statistical significance using the t‐test performed to compare the average DSC value reported from our proposed method against those of alternatives.
Abbreviations: 2‐D, two‐dimensional; 3‐D, three‐dimensional; DSC, Dice similarity coefficient.