Table 2 The comparative experiment results (underline: best; italics: second best; bold: lowest).
Method | Lung tumor DataSet | Brats2019 DataSet | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
Miou↑(%) | Dice↑(%) | VOE↑(%) | RVD↑(%) | Recall↑(%) | HD↓ | Miou↑(%) | Dice↑(%) | VOE↑(%) | RVD↑(%) | Recall↑(%) | HD↓ | |
Unet9 | 76.96 | 86.04 | 82.99 | 83.08 | 87.20 | 1.87 | 67.45 | 77.25 | 63.27 | 71.73 | 73.78 | 4.48 |
AttUnet34 | 78.22 | 87.09 | 84.29 | 84.28 | 87.59 | 1.85 | 65.70 | 74.78 | 58.49 | 71.32 | 72.18 | 4.54 |
SeResUnet36 | 77.06 | 85.93 | 81.65 | 82.35 | 86.04 | 1.86 | 66.73 | 77.01 | 65.65 | 73.26 | 74.72 | 4.53 |
UTNet38 | 75.14 | 84.53 | 81.21 | 82.61 | 84.99 | 1.94 | 72.84 | 82.83 | 77.92 | 75.86 | 84.09 | 4.33 |
MsTGANet35 | 77.98 | 86.78 | 83.48 | 83.79 | 86.92 | 1.86 | 77.55 | 86.25 | 82.05 | 84.34 | 84.35 | 3.94 |
TransUnet37 | 77.70 | 86.45 | 82.99 | 84.65 | 85.45 | 1.86 | 67.58 | 78.82 | 73.26 | 73.44 | 76.63 | 4.54 |
DconnNet39 | 77.23 | 86.39 | 83.48 | 82.33 | 88.02 | 1.87 | 78.23 | 86.97 | 85.99 | 85.83 | 88.34 | 4.02 |
Guide-Ynet3 | 79.72 | 87.98 | 84.60 | 84.84 | 87.63 | 1.78 | 78.23 | 87.19 | 86.55 | 86.88 | 87.09 | 4.04 |
C3TMUNet14 | 80.59 | 88.72 | 85.47 | 85.77 | 87.97 | 1.80 | 81.87 | 89.51 | 87.55 | 87.94 | 89.39 | 3.78 |
MEAUNet33 | 80.09 | 88.43 | 85.27 | 86.19 | 86.86 | 1.78 | 79.48 | 87.61 | 83.01 | 85.38 | 85.20 | 3.89 |
MdCo-Unet25 | 79.81 | 87.95 | 84.11 | 84.65 | 87.96 | 1.81 | 79.12 | 87.50 | 84.42 | 85.18 | 87.47 | 3.94 |
Ours | 81.31 | 89.19 | 86.63 | 86.58 | 88.66 | 1.78 | 82.79 | 90.03 | 88.53 | 88.92 | 90.32 | 3.74 |
Ratiohighest(↑) | 0.72% | 0.47% | 1.16% | 0.39% | 0.69% | 0.00 | 0.92% | 0.52% | 0.98% | 0.98% | 0.93% | 0.04 |
Ratiolowest(↑) | 6.17% | 4.66% | 5.42% | 4.23% | 3.67% | 0.16 | 17.09% | 15.25% | 30.04% | 17.6% | 18.14% | 0.80 |
