TABLE 6.
Performance metric of the HVD + Drishti dataset using different CNN models.
CNN model | AUC | ACC | SEN | SP | PRE | FM | GM |
---|---|---|---|---|---|---|---|
ResNet50 | 0.9671 | 0.8288 | 0.8636 | 0.8118 | 0.6924 | 0.7686 | 0.8373 |
VGG19 | 0.9653 | 0.8306 | 0.8855 | 0.8037 | 0.6888 | 0.7749 | 0.8346 |
AlexNet | 0.9479 | 0.7917 | 0.9455 | 0.7163 | 0.6205 | 0.7493 | 0.8230 |
Dns201 | 0.9671 | 0.8145 | 0.8400 | 0.8020 | 0.6754 | 0.7488 | 0.8208 |
IncRes | 0.9318 | 0.7522 | 0.7600 | 0.7484 | 0.5971 | 0.6688 | 0.7542 |
Fusion | — | 0.8518 | 0.7992 | 0.9252 | 0.7969 | 0.7992 | 0.7980 |
Bold values are showing the model results after applying classifier fusion operation.