Table 2 Ablation experiment on propagation strategies and memory mechanism. Results are presented as mean ± standard deviation from five-fold cross-validation. The best and second-best results are bolded and underlined, respectively.
Method | Private Dataset | Physionet Dataset | ||||||
|---|---|---|---|---|---|---|---|---|
Dice\(\uparrow\) | Jaccard\(\uparrow\) | HD\(\downarrow\) | MAE\(\downarrow\) | Dice\(\uparrow\) | Jaccard\(\uparrow\) | HD\(\downarrow\) | MAE\(\downarrow\) | |
Volume-Pro | 0.6554 | 0.5255 | 5.96 | 0.0050 | 0.6351 | 0.5152 | 4.29 | 0.0180 |
± 0.026 | ± 0.023 | ± 0.51 | ± 0.0006 | ± 0.029 | ± 0.025 | ± 0.46 | ± 0.0021 | |
Slice-Pro | 0.6468 | 0.5202 | 4.26 | 0.0054 | 0.4587 | 0.3728 | 5.45 | 0.0148 |
± 0.027 | ± 0.024 | ± 0.39 | ± 0.0006 | ± 0.035 | ± 0.030 | ± 0.58 | ± 0.0018 | |
w/o Memory | 0.7152 | 0.5896 | 4.12 | 0.0046 | 0.6598 | 0.5381 | 4.85 | 0.0052 |
± 0.024 | ± 0.021 | ± 0.37 | ± 0.0005 | ± 0.028 | ± 0.024 | ± 0.49 | ± 0.0006 | |
ICH-HPINet (Ours) | 0.7797 | 0.6532 | 3.59 | 0.0035 | 0.7467 | 0.6094 | 2.96 | 0.0022 |
± 0.021 | ± 0.018 | ± 0.32 | ± 0.0004 | ± 0.024 | ± 0.021 | ± 0.28 | ± 0.0003 | |
