Evaluation Metrics¶
The segmentation performance is evaluated in four aspects following:
- Dice Similarity Coefficient (DSC): DSC is used to evaluate the area-based overlap index.
- Hausdorff distance (HD): HD is used to evaluate the coincidence
between the segmented surface and target
surface. - Relative Volume Difference (RVD): RVD provides information about the
volume differences between segmented
and reference regions of the ICH. - TheĀ Normalized Surface Dice (NSD)
Ranking Method¶
The ranking scheme includes the following steps:
- Calculate the DSC, HD, NSD and RVD for all cases.
- Rank the DSC, HD, NSD and RVD separately.
- Average these rankings.
- Tie if the rankings are equal.