Experiments
| Comparison Metric |
Segformer |
Freesurfer |
| Run Time (Minutes) |
∼12 |
∼330 |
This is the experimental results using the SBR data from Segformer. The
data was the SBR values for the left/right putamen and caudate regions.
They data was classified into control and PD patients by the following
classification methods.
| Method |
F1-Score |
ROC/AUC |
| Nearest Neighbors |
0.960 |
0.8996 |
| Linear SVM |
0.897 |
0.598 |
| RBF SVM |
0.950 |
0.843 |
| Gaussian Process |
0.944 |
0.837 |
| Decision Tree |
0.939 |
0.816 |
| Random Forest |
0.950 |
0.858 |
| Neural Net |
0.950 |
0.843 |
| AdaBoost |
0.923 |
0.769 |
| Naive Bayes |
0.935 |
0.907 |
| QDA |
0.926 |
0.723 |
