Table 3.
Summary of heatmap similarity metrics for all configurations compared to the reference model (A2)
| Input images | Id | Binarizer % | RMSE | Pearson correlation | MSSIM | EMD | IoU Top 40% R | IoU Top 10% R |
|---|---|---|---|---|---|---|---|---|
| Aligned T1w | A1 | None | 10.78 ± 3.76 [5.98, 21.47] | 0.13 ± 0.04 [0.06, 0.21] | 0.25 ± 0.08 [0.12, 0.42] | 8.44 ± 3.25 [3.99, 17.48] | 0.06 ± 0.02 [0.02, 0.11] | 0.01 ± 0.01 [0.00, 0.03] |
| B1 | 13.75 | 3.85 ± 0.87 [2.25, 5.48] | 0.08 ± 0.03 [0.03, 0.15] | 0.87 ± 0.04 [0.78, 0.94] | 0.50 ± 0.29 [0.14, 1.29] | 0.02 ± 0.01 [0.01, 0.04] | 0.00 ± 0.00 [0.00, 0.01] | |
| C1 | 27.50 | 4.77 ± 0.96 [3.07, 6.64] | 0.18 ± 0.05 [0.08, 0.26] | 0.83 ± 0.04 [0.74, 0.89] | 0.71 ± 0.45 [0.11, 1.71] | 0.07 ± 0.02 [0.03, 0.10] | 0.01 ± 0.01 [0.00, 0.02] | |
| D1 | 41.25 | 6.17 ± 1.15 [3.98, 8.34] | 0.23 ± 0.05 [0.13, 0.30] | 0.72 ± 0.06 [0.62, 0.83] | 1.61 ± 0.62 [0.54, 2.75] | 0.10 ± 0.02 [0.05, 0.14] | 0.01 ± 0.01 [0.00, 0.03] | |
| Skull-stripped T1w | A2 | None | 0.00 ± 0.00 | 1.00 ± 0.00 | 1.00 ± 0.00 | 0.00 ± 0.00 | 1.00 ± 0.00 | 1.00 ± 0.00 |
| B2 | 13.75 | 2.79 ± 0.49 [1.97, 3.79] | 0.58 ± 0.07 [0.44, 0.69] | 0.91 ± 0.03 [0.82, 0.96] | 0.39 ± 0.25 [0.12, 1.05] | 0.24 ± 0.06 [0.13, 0.35] | 0.15 ± 0.03 [0.08, 0.21] | |
| C2 | 27.50 | 3.54 ± 0.61 [2.45, 4.85] | 0.56 ± 0.07 [0.39, 0.67] | 0.86 ± 0.04 [0.78, 0.92] | 0.73 ± 0.44 [0.13, 1.67] | 0.31 ± 0.05 [0.20, 0.37] | 0.17 ± 0.03 [0.10, 0.24] | |
| D2 | 41.25 | 3.72 ± 0.59 [2.69, 4.96] | 0.51 ± 0.08 [0.33, 0.65] | 0.80 ± 0.05 [0.68, 0.89] | 1.01 ± 0.50 [0.23, 2.12] | 0.26 ± 0.03 [0.18, 0.31] | 0.16 ± 0.04 [0.09, 0.22] |
Values between brackets show the 95% confidence interval
RMSE root mean square error, MSSIM mean structural similarity index measure, EMD Earth Mover’s distance, IoU intersection over union, R relevance
Values in bold highlight best result for metric