Table 2. Comparison with state-of-the-art 2D and 3D methods on DME dataset.
Methods | Metrics | |||
---|---|---|---|---|
DSC(%)↑ | Jaccard(%) | 95HD | ASD | |
UNet [10] (2D) | 78.05 ± 6.42 | 64.46 ± 8.84 | 3.61 ± 1.13 | 1.01 ± 0.52 |
UNet [33] (3D) | 88.04 ± 1.54 | 78.68 ± 2.47 | 1.82 ± 0.61 | 0.62 ± 0.28 |
ResNet34[34] (3D) | 89.51 ± 0.78 | 79.33 ± 1.51 | 1.41 ± 0.44 | 0.63 ± 0.32 |
UNet++[11] (2D) | 81.46 ± 6.37 | 69.84 ± 4.12 | 2.03 ± 0.81 | 0.98 ± 0.51 |
RetifluidNet [19] (2D) | 82.07 ± 4.07 | 69.79 ± 5.89 | 2.24 ± 0.85 | 0.96 ± 0.44 |
UNERT [27] (3D) | 85.79 ± 2.81 | 73.22 ± 3.82 | 1.97 ± 0.81 | 0.78 ± 0.42 |
Swin UNETR [28] (3D) | 87.14 ± 1.96 | 75.92 ± 3.05 | 1.88 ± 0.75 | 0.67 ± 0.36 |
Ours | 91.04 ± 0.24 | 81.93 ± 0.24 | 1.38 ± 0.29 | 0.56 ± 0.27 |