Table 2 Performance on segmentation metrics of the variational method (VM) only, and standard and hybrid pipeline in aneurysm segmentation.
Thrombus | VM | Standard | Hybrid |
|---|---|---|---|
DICE | 0.734 \({\pm }\) 0.088 | 0.873 \({\pm }\) 0.094 | 0.909 \({\pm }\) 0.054 |
JACCARD | 0.587 \({\pm }\) 0.107 | 0.784 \({\pm }\) 0.132 | 0.837 \({\pm }\) 0.087 |
VS | 0.866 \({\pm }\) 0.117 | 0.927 \({\pm }\) 0.095 | 0.972 \({\pm }\) 0.026 |
HD | 41.0 \({\pm }\) 11.4 | 95.7 \({\pm }\) 81.5 | 60.4 \({\pm }\) 67.1 |
TPR | 0.660 \({\pm }\) 0.104 | 0.893 \({\pm }\) 0.150 | 0.922 \({\pm }\) 0.048 |
TNR | 0.999 \({\pm }\) 0.001 | 0.999 \({\pm }\) 0.0001 | 0.999 \({\pm }\) 0.0001 |
Time (s) | 345 \({\pm }\) 31.5 | 11.6 \({\pm }\) 0.258 | 11.6 \({\pm }\) 0.258 |
Stent and lumen | |||
DICE | 0.923 \({\pm }\) 0.025 | 0.928 \({\pm }\) 0.082 | 0.937 \({\pm }\) 0.028 |
JACCARD | 0.857 \({\pm }\) 0.044 | 0.875 \({\pm }\) 0.123 | 0.884 \({\pm }\) 0.045 |
VS | 0.982 \({\pm }\) 0.012 | 0.955 \({\pm }\) 0.086 | 0.970 \({\pm }\) 0.022 |
HD | 56.6 \({\pm }\) 68.2 | 60.7 \({\pm }\) 69.9 | 49.0 \({\pm }\) 60.4 |
TPR | 0.942 \({\pm }\) 0.027 | 0.928 \({\pm }\) 0.134 | 0.935 \({\pm }\) 0.044 |
TNR | 0.999 \({\pm }\) 0.0001 | 0.999 \({\pm }\) 0.0001 | 0.999 \({\pm }\) 0.0001 |
Time (s) | 332 \({\pm }\) 38.7 | 11.6 \({\pm }\) 0.258 | 11.6 \({\pm }\) 0.258 |
Whole aneurysm | |||
DICE | 0.803 \({\pm }\) 0.058 | 0.902 \({\pm }\) 0.093 | 0.933 \({\pm }\) 0.041 |
JACCARD | 0.674 \({\pm }\) 0.079 | 0.831 \({\pm }\) 0.133 | 0.877 \({\pm }\) 0.070 |
VS | 0.903 \({\pm }\) 0.081 | 0.935 \({\pm }\) 0.092 | 0.976 \({\pm }\) 0.024 |
HD | 55.8 \({\pm }\) 52.4 | 109 \({\pm }\) 80.0 | 52.4 \({\pm }\) 55.5 |
TPR | 0.740 \({\pm }\) 0.075 | 0.918 \({\pm }\) 0.151 | 0.942 \({\pm }\) 0.043 |
TNR | 0.999 \({\pm }\) 0.001 | 0.999 \({\pm }\) 0.0001 | 0.999 \({\pm }\) 0.0001 |
Time (s) | 678 \({\pm }\) 58.5 | 11.6 \({\pm }\) 0.258 | 11.6 \({\pm }\) 0.258 |