Table 1.
Organ | Algorithm | Model | DSC | MSD (mm) | 95p HD (mm) | |||
---|---|---|---|---|---|---|---|---|
Mean ± SD | Median | Mean ± SD | Median | Mean ± SD | Median | |||
Heart | nnU-Net | 3d_fullres | 0.95 ± 0.01 | 0.950 | 0.08 ± 0.02 | 0.088 | 0.30 ± 0.07 | 0.28 |
3d_lowres | 0.95 ± 0.01 | 0.949* | 0.09 ± 0.02 | 0.090* | 0.30 ± 0.07 | 0.28 | ||
3d_cascade | 0.95 ± 0.01 | 0.950 | 0.09 ± 0.02 | 0.089 | 0.31 ± 0.07 | 0.28 | ||
2d | 0.94 ± 0.01 | 0.945* | 0.10 ± 0.01 | 0.096* | 0.33 ± 0.06 | 0.31* | ||
AIMOS | UNet-768 | 0.94 ± 0.01 | 0.945* | 0.10 ± 0.02 | 0.094* | 0.33 ± 0.07 | 0.31* | |
Spinal Cord | nnU-Net | 3d_fullres | 0.91 ± 0.02 | 0.913 | 0.04 ± 0.01 | 0.034 | 0.28 ± 0.02 | 0.28 |
3d_lowres | 0.90 ± 0.02 | 0.898* | 0.04 ± 0.01 | 0.041* | 0.29 ± 0.03 | 0.28 | ||
3d_cascade | 0.91 ± 0.01 | 0.912 | 0.03 ± 0.01 | 0.034 | 0.28 ± 0.02 | 0.28 | ||
2d | 0.91 ± 0.02 | 0.907* | 0.04 ± 0.01 | 0.036 | 0.28 ± 0.02 | 0.28 | ||
AIMOS | UNet-768 | 0.90 ± 0.02 | 0.909* | 0.04 ± 0.01 | 0.036* | 0.28 ± 0.02 | 0.28 | |
Right Lung | nnU-Net | 3d_fullres | 0.97 ± 0.01 | 0.970 | 0.04 ± 0.01 | 0.036 | 0.42 ± 0.00 | 0.42 |
3d_lowres | 0.97 ± 0.01 | 0.967* | 0.04 ± 0.01 | 0.040* | 0.42 ± 0.00 | 0.42 | ||
3d_cascade | 0.97 ± 0.01 | 0.970 | 0.04 ± 0.01 | 0.035 | 0.42 ± 0.00 | 0.42 | ||
2d | 0.97 ± 0.01 (0.97 ± 0.01) | 0.966* | 0.60 ± 0.84 (0.04 ± 0.01) | 0.112* | 5.29 ± 19.8 (0.42 ± 0.00) | 0.42 | ||
AIMOS | UNet-768 | 0.96 ± 0.01 | 0.963* | 0.05 ± 0.01 | 0.044* | 0.42 ± 0.00 | 0.42 | |
Left Lung | nnU-Net | 3d_fullres | 0.97 ± 0.01 | 0.966 | 0.04 ± 0.01 | 0.035 | 0.53 ± 0.13 | 0.56 |
3d_lowres | 0.96 ± 0.01 | 0.962* | 0.04 ± 0.01 | 0.042* | 0.56 ± 0.00 | 0.56 | ||
3d_cascade | 0.97 ± 0.01 | 0.966 | 0.04 ± 0.01 | 0.035 | 0.53 ± 0.13 | 0.56 | ||
2d | 0.96 ± 0.01 | 0.965* | 0.04 ± 0.02 | 0.037* | 0.54 ± 0.09 | 0.56 | ||
AIMOS | UNet-768 | 0.95 ± 0.01 | 0.956* | 0.05 ± 0.01 | 0.045* | 0.56 ± 0.00 | 0.56 |
The asterisk (*) indicates a significant difference with the nnU-Net 3d full resolution model according to the Wilcoxon signed rank test with a significance level of . Values in parentheses correspond to re-calculated metrics after connected component analysis.