表 1. Results of the transition on the MMWHS dataset.
MMWHS数据集上的实验结果
| 方法 | MRI CT |
CT MRI |
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Dice
|
ASSD
|
Dice
|
ASSD
|
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| AA | LAC | LVC | MYO | 平均值 | AA | LAC | LVC | MYO | 平均值 | AA | LAC | LVC | MYO | 平均值 | AA | LAC | LVC | MYO | 平均值 | ||||
| 监督训练 | 91.7% | 89.7% | 90.9% | 85.4% | 89.4% | 1.7 | 3.1 | 2.1 | 1.9 | 2.2 | 81.1% | 86.1% | 90.3% | 76.5% | 83.5% | 4.3 | 2.8 | 2.0 | 1.8 | 2.7 | |||
| 无域自适应 | 51.1% | 42.0% | 1.9% | 1.7% | 24.2% | 8.7 | 8.0 | 29.1 | 30.3 | 19.0 | 6.8% | 6.0% | 53.9% | 13.5% | 20.1% | 31.9 | 31.2 | 7.8 | 7.0 | 19.5 | |||
| SIFAv1 | 80.0% | 82.2% | 79.5% | 49.5% | 72.8% | 8.2 | 10.7 | 5.3 | 4.9 | 7.3 | 66.8% | 60.4% | 74.7% | 45.6% | 61.9% | 6.4 | 9.5 | 4.5 | 4.6 | 6.3 | |||
| AdvEnt | 82.7% | 86.9% | 82.2% | 53.2% | 76.3% | 7.1 | 5.2 | 4.6 | 4.6 | 5.4 | 43.7% | 63.9% | 68.8% | 43.9% | 55.1% | 7.9 | 4.7 | 5.2 | 5.3 | 5.8 | |||
| SIFAv2 | 82.5% | 83.6% | 77.9% | 51.5% | 73.6% | 8.5 | 8.6 | 6.0 | 5.0 | 7.0 | 64.6% | 63.2% | 79.1% | 47.4% | 63.6% | 7.4 | 7.2 | 4.0 | 4.5 | 5.8 | |||
| CMS | 83.2% | 84.2% | 84.5% | 63.2% | 78.8% | 7.3 | 4.9 | 5.0 | 3.9 | 5.3 | 62.9% | 71.1% | 77.0% | 50.7% | 65.4% | 6.1 | 3.9 | 4.1 | 3.8 | 4.5 | |||
| MPSCL | 88.6% | 87.0% | 85.4% | 70.8% | 82.9% | 6.7 | 3.6 | 3.2 | 3.6 | 4.3 | 60.3% | 61.4% | 74.3% | 48.7% | 61.2% | 6.5 | 8.4 | 4.7 | 4.6 | 6.1 | |||
| 本文方法 | 88.9% | 87.4% | 86.8% | 72.1% | 83.8% | 5.1 | 3.1 | 2.8 | 3.7 | 3.7 | 68.9% | 76.7% | 81.8% | 52.8% | 70.1% | 5.5 | 2.9 | 3.5 | 4.2 | 4.0 | |||