Table 3. The quantitative comparison of our approach with three related works for segmentation on the two data sets.
References | Methods description | Dataset | Correlation | Dice | HausdorffDist |
---|---|---|---|---|---|
Thiruvenkadam et al. | DWT for pre- and post-processing, FCM for brain tissues segmentation | BRATS | 0.865 | 0.785 | 4.35 |
HNPPN | 0.85 | 0.775 | 4.75 | ||
Zhao et al. | SLIC+ texture and merges, with spectral feature + PCA + SVM | BRATS | 0.835 | 0.745 | 5.35 |
HNPPN | 0.78 | 0.685 | 5.9 | ||
Gu et al. | A single click ensemble segmentation (SCES) approach | BRATS | 0.775 | 0.675 | 6.35 |
HNPPN | 0.84 | 0.765 | 5.25 | ||
Proposed Methods | BRATS | 0.905 | 0.805 | 3.8 | |
HNPPN | 0.915 | 0.82 | 3.5 |