Table 6.
Paired samples test for preprocessing effect using HAM10000 dataset.
Variable | Mean | Std. Err. | Std. dev. | [95% CI] | t-value | df | Sig a | ||
---|---|---|---|---|---|---|---|---|---|
Accuracy | Pair 1 | Without preprocessing | 0.910 | 0.001 | 0.105 | 0.908–0.912 | 4.765 | 10,014 | 0.000 |
With artifact removal | 0.909 | 0.001 | 0.106 | 0.907–0.911 | |||||
Pair 2 | Without preprocessing | 0.910 | 0.001 | 0.105 | 0.908–0.912 | −0.7440 | 10,014 | 0.000 | |
With image enhancement | 0.914 | 0.001 | 0.103 | 0.912–0.916 | |||||
Dice | Pair 3 | Without preprocessing | 0.824 | 0.002 | 0.153 | 0.821–0.827 | 6.339 | 10,014 | 0.000 |
With artifact removal | 0.821 | 0.002 | 0.157 | 0.818–0.824 | |||||
Pair 4 | Without preprocessing | 0.824 | 0.002 | 0.153 | 0.821–0.827 | 3.801 | 10,014 | 0.000 | |
Without preprocessing | 0.820 | 0.002 | 0.169 | 0.817–0.823 |
Std. Err. = standard error; Std dev. = standard deviation; Sig = significance; a (2-tailed); CI = confidence interval; df = degrees of freedom.