Table 5.
Comparison of the different models considered in the ablation experiments.
| Model | ||||||||
|---|---|---|---|---|---|---|---|---|
| Metric | Baseline | No biophysical maps | No multitask | No pretraining | Diffusion only | MT only | 50% samples in pretraining | 75% samples in pretraining |
| Genu (% error in mean) | 4.32% 4.86% | 4.56% 4.67% | 4.77% 5.14% | 4.77% 4.97% | 4.33% 4.50% | 4.59% 4.61% | 4.65% 4.83% | 6.30% 6.91% |
| Body (% error in mean) | 2.79% 2.73% | 2.55% 2.17% | 3.40% 3.39% | 2.41% 2.30% | 2.08% 1.78% | 2.66% 2.66% | 2.59% 2.38% | 3.07% 2.77% |
| Splenium (% error in mean) | 3.02% 2.30% | 2.56% 2.04% | 2.33% 1.91% | 3.37% 2.97% | 2.64% 2.26% | 3.28% 2.69% | 3.25% 2.98% | 4.59% 3.87% |
| Genu effect size | 1.76 1.23 | 1.32 1.30 | 1.13 0.88 | 1.53 1.39 | 1.09 1.06 | 1.83 1.61 | 1.41 1.00 | 0.62 0.45 |
| Body effect size | 3.02 3.19 | 1.57 1.65 | 2.86 3.05 | 2.08 1.96 | 2.70 2.77 | 0.91 0.61 | 1.96 2.06 | 1.98 2.20 |
| Splenium effect size | -0.39 -0.29 | -0.48 -0.38 | -0.49 -0.47 | -0.09 -0.06 | 0.17 0.33 | 1.06 1.42 | 0.14 0.18 | -0.12 -0.05 |
| JSD g-ratio | 0.24 0.25 | 0.23 0.23 | 0.23 0.23 | 0.28 0.28 | 0.24 0.24 | 0.22 0.22 | 0.24 0.23 | 0.29 0.30 |
| KLD g-ratio | 1.42 1.53 | 1.20 1.20 | 0.96 0.95 | 2.07 2.11 | 1.13 1.17 | 0.78 0.78 | 0.96 0.96 | 2.18 2.39 |
| JSD axon diameter | 0.23 0.23 | 0.23 0.23 | 0.23 0.23 | 0.26 0.26 | 0.22 0.21 | 0.23 0.23 | 0.23 0.23 | 0.28 0.28 |
| KLD axon diameter | 1.32 1.38 | 1.28 1.35 | 1.28 1.30 | 1.84 2.00 | 0.85 0.89 | 1.24 1.29 | 1.14 1.21 | 1.75 1.91 |