Table 1.
Time-point | Metric | Majority voting [6] | Sparse labeling [7] | Spatial-temporal hypergraph labeling | |
---|---|---|---|---|---|
Degraded | Full | ||||
2-week-old | DICE | 50.18 ± 18.15 (8e−3)* | 63.93 ± 8.20 (6e−2) | 64.09 ± 8.15 (9e−2) | 64.84 ± 9.33 |
ASD | 1.02 ± 0.41 (8e−3)* | 0.78 ± 0.23 (1e−2)* | 0.78 ± 0.23 (1e−2)* | 0.74 ± 0.26 | |
3-month-old | DICE | 61.59 ± 9.19 (3e−3)* | 71.49 ± 4.66 (7e−2) | 71.75 ± 4.98 (1e−1) | 74.04 ± 3.39 |
ASD | 0.86 ± 0.25 (6e−3)* | 0.66 ± 0.14 (5e−2)* | 0.66 ± 0.15 (9e−2) | 0.60 ± 0.09 | |
6-month-old | DICE | 64.85 ± 7.28 (2e−4)* | 72.15 ± 6.15 (5e−3)* | 72.78 ± 5.68 (4e−2)* | 73.84 ± 6.46 |
ASD | 0.85 ± 0.23 (1e−4)* | 0.71 ± 0.19 (3e−3)* | 0.70 ± 0.17 (4e−2)* | 0.67 ± 0.20 | |
9-month-old | DICE | 71.82 ± 4.57 (6e−4)* | 75.18 ± 2.50 (2e−3)* | 75.78 ± 2.89 (9e−3)* | 77.22 ± 2.77 |
ASD | 0.73 ± 0.16 (9e−4)* | 0.65 ± 0.07 (1e−3)* | 0.64 ± 0.09 (9e−3)* | 0.60 ± 0.09 | |
12-month-old | DICE | 71.96 ± 6.64 (8e−3)* | 75.39 ± 2.87 (7e−4)* | 75.96 ± 2.85 (1e−2)* | 77.45 ± 2.10 |
ASD | 0.67 ± 0.10 (6e−3)* | 0.64 ± 0.08 (2e−3)* | 0.64 ± 0.07 (1e−2)* | 0.59 ± 0.07 |
Indicates significant improvement of spatial-temporal hypergraph method over other compared methods with p-value < 0.05