Table 1.
Organ | Evaluation Dataset* | Augmentation Method | |||
---|---|---|---|---|---|
None | Standard | Histogram Eq | CycleGAN | ||
Kidney | in-distribution (contrast CT) | 0.920 ± 0.013 | 0.940 ± 0.007 | 0.939 ± 0.006 | 0.944 ± 0.009 |
out-of-distribution (non-contrast CT) | 0.059 ± 0.034 | 0.090 ± 0.039 | 0.066 ± 0.027 | 0.664 ± 0.040 | |
Liver | in-distribution (contrast CT) | 0.944 ± 0.005 | 0.941 ± 0.006 | 0.948 ± 0.003 | 0.947 ± 0.003 |
out-of-distribution (non-contrast CT) | 0.207 ± 0.209 | 0.860 ± 0.009 | 0.873 ± 0.015 | 0.887 ± 0.006 | |
Spleen | in-distribution (contrast CT) | 0.884 ± 0.029 | 0.890 ± 0.037 | 0.919 ± 0.005 | 0.904 ± 0.032 |
out-of-distribution (non-contrast CT) | 0.038 ± 0.009 | 0.654 ± 0.031 | 0.648 ± 0.051 | 0.691 ± 0.065 | |
All Averaged | in-distribution (contrast CT) | 0.916 | 0.924 | 0.935 | 0.932 |
out-of-distribution (non-contrast CT) | 0.101 | 0.535 | 0.529 | 0.747 |
*For definitions see section Experimental Setup. Mean ± sd.