Table 8.
Segmentation performance (mean ± standard deviation) of our methods and QuickNAT V2 on two coarse-grained benchmark datasets. Skull Stripping is reported on Mean Dice Score for our model on testing data.
Datasets | Performance measures | QuickNAT V2 | ACEnet |
---|---|---|---|
MALC (27 structures) | Dice | 0.876±0.077 | 0.891±0.057 |
Jaccard | 0.777±0.122 | 0.809±0.088 | |
Skull-stripping (Dice) | -- | 0.987±0.012 | |
Hausdorff Distance | 4.156±0.620 | 3.965±0.553 | |
SchizBull 2008 | Dice (test) | 0.862±0.095 | 0.881±0.074 |
Dice (validation) | 0.862±0.084 | 0.880±0.087 | |
Jaccard | 0.766±0.131 | 0.796±0.122 | |
Skull-stripping (Dice) | -- | 0.993±0.006 | |
Hausdorff Distanc | 4.347±0.453 | 4.150±0.413 |