TABLE 3.
Summary of performance metric comparisons between SHIVA‐WMH against the three reference methods separately for each test cohort.
Mean (SD) | |||||||
---|---|---|---|---|---|---|---|
VL‐TPR | VL‐PPV | VL‐Dice | CL‐TPR | CL‐PPV | CL‐Dice | HD95 | |
MRi‐Share (n = 10) | |||||||
SHIVA | 0.55 (0.25) | 0.66 (0.22) | 0.55 (0.19) | 0.52 (0.18) | 0.91 (0.11) | 0.64 (0.14) | 3.25 (4.46) |
LST‐LPA | 0.06*** (0.11) | 0.15*** (0.19) | 0.07**** (0.11) | 0.10*** (0.14) | 0.08**** (0.11) | 0.08**** (0.10) | 7.82 (7.53) |
PGS | 0.32** (0.17) | 0.19**** (0.14) | 0.21*** (0.13) | 0.50 (0.15) | 0.15**** (0.11) | 0.22**** (0.12) | 2.13 (1.21) |
HPM | 0.10** (0.12) | 0.32* (0.37) | 0.12*** (0.14) | 0.22* (0.26) | 0.29*** (0.33) | 0.16**** (0.13) | 5.74 (5.56) |
UKB (n = 11) | |||||||
SHIVA | 0.58 (0.12) | 0.83 (0.16) | 0.66 (0.10) | 0.72 (0.09) | 0.78 (0.22) | 0.73 (0.15) | 2.87 (3.16) |
LST‐LPA | 0.22*** (0.16) | 0.57* (0.37) | 0.31*** (0.22) | 0.16**** (0.09) | 0.37*** (0.25) | 0.18**** (0.06) | 3.92 (1.61) |
PGS | 0.57 (0.10) | 0.60* (0.31) | 0.56 (0.23) | 0.73 (0.11) | 0.52** (0.27) | 0.57* (0.23) | 5.38 (11.70) |
HPM | 0.34** (0.15) | 0.66 (0.36) | 0.44* (0.21) | 0.28*** (0.20) | 0.64 (0.28) | 0.35*** (0.18) | 2.94 (0.87) |
MWC (n = 10) | |||||||
SHIVA | 0.76 (0.15) | 0.78 (0.12) | 0.76 (0.11) | 0.74 (0.09) | 0.81 (0.13) | 0.76 (0.06) | 2.31 (1.72) |
LST‐LPA | 0.63 (0.32) | 0.71 (0.23) | 0.58 (0.24) | 0.34** (0.25) | 0.66 (0.23) | 0.38*** (0.17) | 3.62 (2.73) |
HPM | 0.57 (0.19) | 0.93 * (0.06) | 0.68 (0.17) | 0.25**** (0.09) | 0.80 (0.15) | 0.38**** (0.11) | 2.19 (1.01) |
Note: Mean and standard deviations (SD) of each metric in each test cohort are shown for SHIVA‐WMH and the three reference methods (LST‐LPA, PGS, HPM). For each metric in each cohort, best scores are indicated in bold. Asterisk indicates the degree of statistical significance for each paired t test comparing SHIVA‐WMH against each of the reference methods.
p < .0001.
.0001 ⩽ p < .001.
.001 ⩽ p < .01.
.01 ⩽ p < .05.