Table 2.
Test set | Point | A-Basic | B-Rescanned | C-Color norm. | D-GAN style norm. | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
SE | SP | ACC | AUC | SE | SP | ACC | AUC | SE | SP | ACC | AUC | SE | SP | ACC | AUC | ||
IT1 | P1 | 1 | 0.41 | 0.81 | 0.92 ± 0.03 | 1 | 0.3 | 0.78 | 0.91 ± 0.04 | 1 | 0.72 | 0.9 | 0.96 ± 0.03 | 1 | 0.5 | 0.84 | 0.98 ± 0.01 |
P2 | 0.64 | 1 | 0.75 | 0.42 | 1 | 0.60 | 0.74 | 1 | 0.82 | 0.74 | 1 | 0.86 | |||||
P3 | 0.92 | 0.65 | 0.83 | 0.93 | 0.73 | 0.87 | 0.93 | 0.87 | 0.91 | 0.96 | 0.87 | 0.93 | |||||
IT2 | P1 | 1 | 0.05 | 0.66 | 0.83 ± 0.06 | 1 | 0.11 | 0.68 | 0.88 ± 0.05 | 1 | 0.05 | 0.65 | 0.81 ± 0.07 | 1 | 0.75 | 0.91 | 0.97 ± 0.03 |
P2 | 0.33 | 1 | 0.57 | 0.53 | 1 | 0.7 | 0.21 | 1 | 0.49 | 0.69 | 1 | 0.80 | |||||
P3 | 0.88 | 0.53 | 0.75 | 0.85 | 0.75 | 0.81 | 0.91 | 0.50 | 0.76 | 0.99 | 0.80 | 0.92 |
Results are presented for three points (thresholds) of the ROC curve: P1—specificity equal 1, P2—sensitivity equal 1, P3—the best accuracy, where: A—original slides, B—rescanned slides, C—color normalized slides, D—style normalized slides by cycle-GAN method, SE—sensitivity, SP—specificity, ACC—accuracy