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. 2024 Nov 21;15(12):6905–6921. doi: 10.1364/BOE.541655

Table 1. Comparison with state-of-the-art semi-supervised methods on the DME dataset and Metrics reported the mean ± standard results with three random seeds.

Method Training Metrics

Labeled Unlabeled DSC(%)↑ Jaccard(%)↑ 95HD(voxel)↓ ASD(voxel)↓

V-Net [29] 4(10%) 0 75.90 ± 6.13 61.36 ± 6.41 7.81 ± 5.51 2.87 ± 1.89
V-Net [29] 10(25%) 0 83.13 ± 4.42 70.79 ± 5.29 5.34 ± 3.44 1.54 ± 1.21
V-Net [29] 40(All) 0 88.23 ± 0.87 78.65 ± 1.24 1.86 ± 0.32 0.82 ± 0.43

UAMT [22] 4(10%) 36(90%) 82.28 ± 3.92 70.08 ± 5.67 5.69 ± 3.96 2.07 ± 1.62
CAML [37] 83.54 ± 3.31 71.77 ± 4.13 4.65 ± 1.72 1.53 ± 1.13
MCNet [35] 86.06 ± 1.28 72.10 ± 1.79 3.21 ± 1.79 0.89 ± 0.26
URPC [36] 78.21 ± 3.56 64.36 ± 4.80 5.90 ± 0.80 1.17 ± 0.77
Ours 87.50 ± 0.91 77.79 ± 1.43 2.77 ± 1.35 0.79 ± 0.38

UAMT [22] 10(25%) 30(75%) 87.42 ± 1.24 77.67 ± 1.95 2.21 ± 0.79 0.80 ± 0.39
CAML [37] 85.12 ± 0.63 74.10 ± 0.95 2.81 ± 0.36 0.80 ± 0.36
MCNet [35] 88.88 ± 0.29 79.99 ± 0.41 1.71 ± 0.29 0.67 ± 0.29
URPC [36] 84.70 ± 0.83 73.47 ± 1.24 3.50 ± 0.50 0.73 ± 0.26
Ours 91.04 ± 0.24 81.93 ± 0.24 1.38 ± 0.29 0.56 ± 0.27