TABLE 5.
Accuracy (mean ± 95% CI) Individual Slice | Accuracy (mean ± 95% CI) Entire Sequence | ||||||
---|---|---|---|---|---|---|---|
Sequence | CNN Architecture | Global | Q0 Class | Q1 Class | Global | Q0 Class | Q1 Class |
T2WI | SqueezeNet1‐1 | 71.07 ± 0.41 | 43.86 ± 0.54 | 88.68 ± 0.47 | 62.50 ± 0.00 | 0.00 ± 0.00 | 100.00 ± 0.00 |
VGG16‐BN | 72.11 ± 0.74 | 46.48 ± 0.82 | 88.66 ± 0.63 | 87.50 ± 0.29 | 66.67 ± 0.32 | 100.00 ± .00 | |
SqueezeNet1‐0 | 72.65 ± 0.61 | 57.03 ± 0.44 | 82.75 ± 0.75 | 87.50 ± 0.26 | 66.67 ± 0.28 | 100.00 ± 0.00 | |
DWI | MobileNet‐V2 | 52.73 ± 0.45 | 55.12 ± 0.37 | 50.74 ± 0.51 | 55.57 ± 0.21 | 25.00 ± 0.17 | 80.00 ± 0.24 |
MNASNet0‐5 | 59.12 ± 0.63 | 19.18 ± 0.61 | 91.68 ± 0.66 | 55.57 ± 0.18 | 0.00 ± .00 | 100.00 ± 0.00 | |
AlexNet | 59.95 ± 0.66 | 14.09 ± 0.75 | 97.50 ± 0.62 | 66.67 ± 0.37 | 25.00 ± 0.00 | 100.00 ± 0.00 | |
ADC | MNASNet0‐5 | 52.46 ± 0.76 | 24.51 ± 0.73 | 85.36 ± 0.74 | 53.86 ± 0.00 | 0.00 ± 0.00 | 100.00 ± 0.00 |
ResNet28 | 54.25 ± 0.63 | 30.78 ± 0.65 | 81.90 ± 0.63 | 76.92 ± 0.39 | 50.00 ± 0.46 | 100.00 ± 0.00 | |
AlexNet | 56.67 ± 0.69 | 40.43 ± 0.61 | 75.66 ± 0.76 | 84.63 ± 0.35 | 66.67 ± 0.32 | 100.00 ± 0.00 | |
DCE | ResNet50 | 71.92 ± 0.74 | 85.81 ± 0.83 | 60.50 ± 0.72 | 89.00 ± 0.00 | 0.00 ± 0.00 | 100.00 ± 0.00 |
VGG16‐BN | 77.31 ± 0.85 | 79.71 ± 0.77 | 75.32 ± 0.85 | 92.85 ± 0.24 | 33.33 ± 0.25 | 100.00 ± 0.00 | |
GoogLeNet | 78.55 ± 0.71 | 89.54 ± 0.66 | 69.45 ± .70 | 96.39 ± 0.32 | 66.67 ± 0.33 | 100.00 ± 000 |