TABLE 1.
CNN model | Accuracy (%) | Five years (%) | Five years (%) |
---|---|---|---|
Biopsies without preoperative radiotherapy | |||
ResNet50 | 94.00 9.66 | 70.00 48.30 | 100.00 0.00 |
VGG16 | 94.00 9.66 | 80.00 42.16 | 97.50 7.91 |
DenseNet201 | 96.00 8.43 | 90.00 31.62 | 97.50 7.91 |
Biopsies with preoperative radiotherapy | |||
ResNet101 | 92.50 12.08 | 100.00 0.00 | 70.00 48.30 |
DenseNet201 | 92.50 16.87 | 96.67 10.54 | 80.00 42.16 |
Tumors without preoperative radiotherapy | |||
GoogleNet | 94.29 18.07 | 96.00 12.65 | 90.00 31.63 |
ResNet50 | 94.29 12.05 | 96.00 8.43 | 90.00 21.08 |
DenseNet201 | 94.29 13.80 | 96.00 8.43 | 90.00 31.62 |
InceptionV3 | 94.29 12.05 | 100.00 0.00 | 80.00 42.16 |
ResNet101 | 95.71 9.64 | 98.00 6.32 | 90.00 21.08 |
Tumors with preoperative radiotherapy | |||
ResNet101 | 90.00 16.10 | 92.50 12.08 | 85.00 33.74 |
InceptionV3 | 93.33 11.65 | 95.00 10.54 | 90.00 31.62 |
DenseNet201 | 93.33 16.10 | 92.50 16.87 | 95.00 15.81 |
NasNetLarge | 93.33 16.10 | 95.00 15.81 | 90.00 21.08 |