Table 8.
Comparisons with other methods on BRATS 2013 dataset.
Dataset | Methods | Dice | Positive Predictive Value | Sensitivity | ||||||
---|---|---|---|---|---|---|---|---|---|---|
|
|
|
||||||||
Complete | Core | Enhancing | Complete | Core | Enhancing | Complete | Core | Enhancing | ||
Challenge | Nick Tustison | 0.87 | 0.78 | 0.74 | 0.85 | 0.74 | 0.69 | 0.89 | 0.88 | 0.83 |
Raphael Meier | 0.82 | 0.73 | 0.69 | 0.76 | 0.78 | 0.71 | 0.92 | 0.72 | 0.73 | |
Syed Reza | 0.83 | 0.72 | 0.72 | 0.82 | 0.81 | 0.70 | 0.86 | 0.69 | 0.76 | |
Havaei et al. (2017) | 0.88 | 0.79 | 0.73 | 0.89 | 0.79 | 0.68 | 0.87 | 0.79 | 0.80 | |
Pereira et al. (2016) | 0.88 | 0.83 | 0.77 | 0.88 | 0.87 | 0.74 | 0.89 | 0.83 | 0.81 | |
Our method(axial) | 0.87 | 0.83 | 0.76 | 0.92 | 0.87 | 0.77 | 0.83 | 0.81 | 0.77 | |
Our method(coronal) | 0.87 | 0.82 | 0.76 | 0.86 | 0.83 | 0.74 | 0.89 | 0.83 | 0.79 | |
Our method(sagittal) | 0.87 | 0.82 | 0.77 | 0.88 | 0.83 | 0.75 | 0.86 | 0.82 | 0.79 | |
Our method(fusing) | 0.88 | 0.84 | 0.77 | 0.90 | 0.87 | 0.76 | 0.86 | 0.82 | 0.80 | |
Leaderboard | Nick Tustison | 0.79 | 0.65 | 0.53 | 0.83 | 0.70 | 0.51 | 0.81 | 0.73 | 0.66 |
Liang Zhao | 0.79 | 0.59 | 0.47 | 0.77 | 0.55 | 0.50 | 0.85 | 0.77 | 0.53 | |
Raphael Meier | 0.72 | 0.60 | 0.53 | 0.65 | 0.62 | 0.48 | 0.88 | 0.69 | 0.64 | |
Havaei et al. (2017) | 0.84 | 0.71 | 0.57 | 0.88 | 0.79 | 0.54 | 0.84 | 0.72 | 0.68 | |
Pereira et al. (2016) | 0.84 | 0.72 | 0.62 | 0.85 | 0.82 | 0.60 | 0.86 | 0.76 | 0.68 | |
Our method(axial) | 0.86 | 0.73 | 0.62 | 0.89 | 0.76 | 0.64 | 0.84 | 0.78 | 0.68 | |
Our method(coronal) | 0.86 | 0.73 | 0.62 | 0.86 | 0.73 | 0.60 | 0.89 | 0.79 | 0.67 | |
Our method(sagittal) | 0.84 | 0.71 | 0.60 | 0.85 | 0.74 | 0.59 | 0.84 | 0.74 | 0.67 | |
Our method(fusing) | 0.86 | 0.73 | 0.62 | 0.89 | 0.77 | 0.60 | 0.85 | 0.77 | 0.69 |