Table 1.
Metrics unique to each experiment for the four datasets.
CT-Verse | CT-Pri | X-ray | MR | |||||
---|---|---|---|---|---|---|---|---|
Dice (%) | IoU (%) | Dice (%) | IoU (%) | Dice (%) | IoU (%) | Dice (%) | IoU (%) | |
U-Net [28] | 83.25 ± 4.08 | 71.35 ± 3.23 | 93.22 ± 1.83 | 87.34 ± 3.19 | 60.78 ± 10.23 | 43.75 ± 9.82 | 91.23 ± 2.76 | 84.00 ± 4.59 |
FCN [29] | 82.22 ± 4.34 | 69.88 ± 3.61 | 93.24 ± 1.79 | 87.36 ± 3.07 | 65.30 ± 9.53 | 52.60 ± 8.17 | 91.50 ± 2.75 | 84.44 ± 4.57 |
DeepLabv3 [30] | 80.41 ± 4.50 | 67.29 ± 3.27 | 93.06 ± 1.88 | 86.94 ± 4.05 | 72.44 ± 8.59 | 63.91 ± 6.72 | 91.06 ± 2.93 | 83.70 ± 5.15 |
nnU-Net [31] | 92.98 ± 3.86 | 86.97 ± 2.93 | 93.33 ± 1.69 | 88.04 ± 2.97 | 89.77 ± 6.69 | 81.69 ± 5.26 | 92.16 ± 2.73 | 84.97 ± 4.53 |
Swin-U-Net [12] | 81.65 ± 4.19 | 69.27 ± 3.44 | 91.27 ± 2.15 | 84.02 ± 5.64 | 68.93 ± 9.06 | 53.13 ± 8.08 | 85.86 ± 7.94 | 75.39 ± 16.48 |
SAM [32] | 79.78 ± 4.23 | 66.89 ± 3.50 | 80.36 ± 3.44 | 76.35 ± 8.21 | 67.89 ± 9.22 | 52.56 ± 13.32 | 81.00 ± 9.27 | 70.92 ± 17.57 |
MedSegDiff [20] | 92.44 ± 3.75 | 88.27 ± 2.91 | 91.07 ± 1.69 | 84.51 ± 2.86 | 87.59 ± 7.24 | 76.68 ± 5.78 | 92.96 ± 2.87 | 86.53 ± 3.71 |
Verdiff-Net(ours) | 94.37 ± 3.73 | 90.89 ± 2.87 | 93.84 ± 1.56 | 91.87 ± 2.79 | 88.74 ± 7.04 | 77.04 ± 5.75 | 93.86 ± 1.98 | 88.58 ± 3.83 |