Performance Metrics, Including Dice Score, Sensitivity, and 95% Hausdorff Distances on Validation (val) set (n = 43), Withheld Test (testi) Set (n = 21), and Independent Test (teste) Set From External Sites (n = 29) By Region: Whole Tumor (WT), Enhancing Tumor (ET), Non-enhancing Component/Edema (NEC) (i.e., a Union of Non-enhancing Tumor, Cystic Component, and Edema), and Brain Tissue
Region . | Mean . | Median . | Standard Deviation . | ||||||
---|---|---|---|---|---|---|---|---|---|
Val . | Testi . | Teste . | Val . | Testi . | Teste . | Val . | Testi . | Teste . | |
Dice Scores | |||||||||
WT | 0.85 | 0.86 | 0.82 | 0.90 | 0.91 | 0.88 | 0.13 | 0.10 | 0.16 |
ET | 0.67 | 0.68 | 0.74 | 0.75 | 0.73 | 0.84 | 0.30 | 0.27 | 0.29 |
NEC | 0.74 | 0.73 | 0.62 | 0.78 | 0.79 | 0.74 | 0.15 | 0.19 | 0.27 |
Brain Tissue | 0.98 | 0.97 | 0.97 | 0.98 | 0.98 | 0.98 | 0.01 | 0.02 | 0.02 |
Sensitivity | |||||||||
WT | 0.85 | 0.84 | 0.83 | 0.90 | 0.89 | 0.89 | 0.14 | 0.13 | 0.18 |
ET | 0.72 | 0.66 | 0.85 | 0.84 | 0.80 | 0.91 | 0.23 | 0.29 | 0.14 |
NEC | 0.75 | 0.71 | 0.64 | 0.76 | 0.79 | 0.72 | 0.16 | 0.24 | 0.25 |
Brain Tissue | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.98 | 0.01 | 0.02 | 0.03 |
95% Hausdorff Distance | |||||||||
WT | 9.51 | 10.08 | 10.93 | 3.74 | 3.74 | 3.61 | 16.47 | 13.65 | 14.07 |
ET | 8.15 | 8.64 | 7.49 | 3.00 | 2.92 | 3.00 | 12.37 | 11.32 | 16.11 |
NEC | 8.58 | 6.91 | 12.99 | 3.74 | 4.00 | 5.22 | 12.44 | 10.53 | 15.84 |
Brain Tissue | 3.01 | 3.31 | 5.09 | 2.34 | 2.91 | 3.61 | 1.53 | 1.90 | 5.14 |
Region . | Mean . | Median . | Standard Deviation . | ||||||
---|---|---|---|---|---|---|---|---|---|
Val . | Testi . | Teste . | Val . | Testi . | Teste . | Val . | Testi . | Teste . | |
Dice Scores | |||||||||
WT | 0.85 | 0.86 | 0.82 | 0.90 | 0.91 | 0.88 | 0.13 | 0.10 | 0.16 |
ET | 0.67 | 0.68 | 0.74 | 0.75 | 0.73 | 0.84 | 0.30 | 0.27 | 0.29 |
NEC | 0.74 | 0.73 | 0.62 | 0.78 | 0.79 | 0.74 | 0.15 | 0.19 | 0.27 |
Brain Tissue | 0.98 | 0.97 | 0.97 | 0.98 | 0.98 | 0.98 | 0.01 | 0.02 | 0.02 |
Sensitivity | |||||||||
WT | 0.85 | 0.84 | 0.83 | 0.90 | 0.89 | 0.89 | 0.14 | 0.13 | 0.18 |
ET | 0.72 | 0.66 | 0.85 | 0.84 | 0.80 | 0.91 | 0.23 | 0.29 | 0.14 |
NEC | 0.75 | 0.71 | 0.64 | 0.76 | 0.79 | 0.72 | 0.16 | 0.24 | 0.25 |
Brain Tissue | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.98 | 0.01 | 0.02 | 0.03 |
95% Hausdorff Distance | |||||||||
WT | 9.51 | 10.08 | 10.93 | 3.74 | 3.74 | 3.61 | 16.47 | 13.65 | 14.07 |
ET | 8.15 | 8.64 | 7.49 | 3.00 | 2.92 | 3.00 | 12.37 | 11.32 | 16.11 |
NEC | 8.58 | 6.91 | 12.99 | 3.74 | 4.00 | 5.22 | 12.44 | 10.53 | 15.84 |
Brain Tissue | 3.01 | 3.31 | 5.09 | 2.34 | 2.91 | 3.61 | 1.53 | 1.90 | 5.14 |
Performance Metrics, Including Dice Score, Sensitivity, and 95% Hausdorff Distances on Validation (val) set (n = 43), Withheld Test (testi) Set (n = 21), and Independent Test (teste) Set From External Sites (n = 29) By Region: Whole Tumor (WT), Enhancing Tumor (ET), Non-enhancing Component/Edema (NEC) (i.e., a Union of Non-enhancing Tumor, Cystic Component, and Edema), and Brain Tissue
Region . | Mean . | Median . | Standard Deviation . | ||||||
---|---|---|---|---|---|---|---|---|---|
Val . | Testi . | Teste . | Val . | Testi . | Teste . | Val . | Testi . | Teste . | |
Dice Scores | |||||||||
WT | 0.85 | 0.86 | 0.82 | 0.90 | 0.91 | 0.88 | 0.13 | 0.10 | 0.16 |
ET | 0.67 | 0.68 | 0.74 | 0.75 | 0.73 | 0.84 | 0.30 | 0.27 | 0.29 |
NEC | 0.74 | 0.73 | 0.62 | 0.78 | 0.79 | 0.74 | 0.15 | 0.19 | 0.27 |
Brain Tissue | 0.98 | 0.97 | 0.97 | 0.98 | 0.98 | 0.98 | 0.01 | 0.02 | 0.02 |
Sensitivity | |||||||||
WT | 0.85 | 0.84 | 0.83 | 0.90 | 0.89 | 0.89 | 0.14 | 0.13 | 0.18 |
ET | 0.72 | 0.66 | 0.85 | 0.84 | 0.80 | 0.91 | 0.23 | 0.29 | 0.14 |
NEC | 0.75 | 0.71 | 0.64 | 0.76 | 0.79 | 0.72 | 0.16 | 0.24 | 0.25 |
Brain Tissue | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.98 | 0.01 | 0.02 | 0.03 |
95% Hausdorff Distance | |||||||||
WT | 9.51 | 10.08 | 10.93 | 3.74 | 3.74 | 3.61 | 16.47 | 13.65 | 14.07 |
ET | 8.15 | 8.64 | 7.49 | 3.00 | 2.92 | 3.00 | 12.37 | 11.32 | 16.11 |
NEC | 8.58 | 6.91 | 12.99 | 3.74 | 4.00 | 5.22 | 12.44 | 10.53 | 15.84 |
Brain Tissue | 3.01 | 3.31 | 5.09 | 2.34 | 2.91 | 3.61 | 1.53 | 1.90 | 5.14 |
Region . | Mean . | Median . | Standard Deviation . | ||||||
---|---|---|---|---|---|---|---|---|---|
Val . | Testi . | Teste . | Val . | Testi . | Teste . | Val . | Testi . | Teste . | |
Dice Scores | |||||||||
WT | 0.85 | 0.86 | 0.82 | 0.90 | 0.91 | 0.88 | 0.13 | 0.10 | 0.16 |
ET | 0.67 | 0.68 | 0.74 | 0.75 | 0.73 | 0.84 | 0.30 | 0.27 | 0.29 |
NEC | 0.74 | 0.73 | 0.62 | 0.78 | 0.79 | 0.74 | 0.15 | 0.19 | 0.27 |
Brain Tissue | 0.98 | 0.97 | 0.97 | 0.98 | 0.98 | 0.98 | 0.01 | 0.02 | 0.02 |
Sensitivity | |||||||||
WT | 0.85 | 0.84 | 0.83 | 0.90 | 0.89 | 0.89 | 0.14 | 0.13 | 0.18 |
ET | 0.72 | 0.66 | 0.85 | 0.84 | 0.80 | 0.91 | 0.23 | 0.29 | 0.14 |
NEC | 0.75 | 0.71 | 0.64 | 0.76 | 0.79 | 0.72 | 0.16 | 0.24 | 0.25 |
Brain Tissue | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.98 | 0.01 | 0.02 | 0.03 |
95% Hausdorff Distance | |||||||||
WT | 9.51 | 10.08 | 10.93 | 3.74 | 3.74 | 3.61 | 16.47 | 13.65 | 14.07 |
ET | 8.15 | 8.64 | 7.49 | 3.00 | 2.92 | 3.00 | 12.37 | 11.32 | 16.11 |
NEC | 8.58 | 6.91 | 12.99 | 3.74 | 4.00 | 5.22 | 12.44 | 10.53 | 15.84 |
Brain Tissue | 3.01 | 3.31 | 5.09 | 2.34 | 2.91 | 3.61 | 1.53 | 1.90 | 5.14 |
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