Table 2.
(A) | Tissue | Prediction of ResNet50 | (B) | Tissue | Prediction of Inception V3 | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Cortex | Medulla | Calyx | Fat | Pelvis | Tumor | Cortex | Medulla | Calyx | Fat | Pelvis | Tumor | ||||||
True | Cortex | 9875 | 75 | 23 | 27 | 0 | 0 | True | Cortex | 9964 | 1 | 1 | 34 | 0 | 0 | ||
Medulla | 43 | 9956 | 1 | 0 | 0 | 0 | Medulla | 15 | 9978 | 7 | 0 | 0 | 0 | ||||
Calyx | 136 | 15 | 9553 | 148 | 0 | 148 | Calyx | 69 | 38 | 9639 | 0 | 0 | 254 | ||||
Fat | 199 | 0 | 56 | 9745 | 0 | 0 | Fat | 121 | 0 | 30 | 9822 | 0 | 27 | ||||
Pelvis | 0 | 0 | 21 | 0 | 9969 | 10 | Pelvis | 0 | 11 | 15 | 1 | 9973 | 0 | ||||
Tumor | 123 | 0 | 0 | 9 | 2 | 9866 | Tumor | 10 | 0 | 22 | 0 | 0 | 9968 |
Tissue | Accuracy | Precision | Recall | F1 Score | Tissue | Accuracy | Precision | Recall | F1 Score | ||
---|---|---|---|---|---|---|---|---|---|---|---|
Cortex | 98.96 | 95.19 | 98.75 | 96.92 | Cortex | 99.58 | 97.89 | 99.64 | 98.76 | ||
Medulla | 99.78 | 99.10 | 99.56 | 99.33 | Medulla | 99.88 | 94.50 | 99.78 | 99.64 | ||
Galyx | 99.09 | 96.95 | 95.53 | 97.21 | Calyx | 99.27 | 99.22 | 94.39 | 96.74 | ||
Fat | 99.27 | 98.15 | 97.45 | 97.80 | Fat | 99.65 | 99.64 | 98.22 | 98.92 | ||
Pelvis | 99.95 | 99.98 | 99.69 | 99.83 | Pelvis | 99.95 | 100.00 | 99.73 | 99.86 | ||
Tumor | 99.51 | 98.43 | 98.66 | 98.54 | Tumor | 99.48 | 97.26 | 99.68 | 98.46 |