Table 2 Mean (SD) dice similarity coefficient score (DSC), Jaccard index (JI), precision (PR), recall (RC), volume of error (VOE), relative volume difference (RVD), and mean curve distance (MCD) by Canal-Net (ours), ConvLSTM 3D U-Net (ours), MPL 3D U-Net (ours), 3D U-Net, SegNet, and 2D U-Net Net by five-fold cross-validation.
| Ā | DSC | JI | PR | RC | RVD | VOE | MCD (mm) |
|---|---|---|---|---|---|---|---|
Canal-Net | 0.87ā±ā0.05 | 0.80ā±ā0.06 | 0.89ā±ā0.06 | 0.88ā±ā0.06 | 0.14ā±ā0.04 | 0.10ā±ā0.04 | 0.62ā±ā0.10 |
ConvLSTM 3D U-Net | 0.85ā±ā0.08* | 0.77ā±ā0.08* | 0.87ā±ā0.08* | 0.86ā±ā0.09* | 0.17ā±ā0.05* | 0.13ā±ā0.05* | 0.66ā±ā0.12* |
MPL 3D U-Net | 0.84ā±ā0.06ā | 0.75ā±ā0.07ā | 0.88ā±ā0.07ā | 0.82ā±ā0.08ā | 0.19ā±ā0.04ā | 0.14ā±ā0.06ā | 0.69ā±ā0.15ā |
3D U-Net | 0.83ā±ā0.07ā” | 0.74ā±ā0.07ā” | 0.85ā±ā0.08ā” | 0.84ā±ā0.09ā” | 0.19ā±ā0.05ā” | 0.15ā±ā0.07ā” | 0.69ā±ā0.13ā” |
SegNet | 0.84ā±ā0.06+ | 0.77ā±ā0.06+ | 0.85ā±ā0.06+ | 0.85ā±ā0.07+ | 0.18ā±ā0.04+ | 0.14ā±ā0.05+ | 0.78ā±ā0.19+ |
2D U-Net | 0.84ā±ā0.07Φ | 0.77ā±ā0.07Φ | 0.85ā±ā0.07Φ | 0.84ā±ā0.08Φ | 0.18ā±ā0.04Φ | 0.14ā±ā0.05Φ | 0.87ā±ā0.22Φ |