Table 2.
Accuracy for a model with non-tuned weights
Optimizer | Visible |
IR |
Full Spectrum |
|||
---|---|---|---|---|---|---|
Accuracy | AUC | Accuracy | AUC | Accuracy | AUC | |
VGG16 | ||||||
Adam | 99.4 | 1.000 | 100.0 | 1.000 | 99.7 | 1.000 |
SGD | 98.5 | 0.992 | 99.3 | 0.993 | 99.7 | 1.000 |
AdaGrad | 96.0 | 0.938 | 98.7 | 0.976 | 99.4 | 0.993 |
ResNet50 | ||||||
Adam | 98.8 | 1.000 | 100.0 | 1.000 | 99.4 | 1.000 |
SGD | 98.2 | 0.990 | 99.7 | 0.983 | 99.4 | 1.000 |
AdaGrad | 95.1 | 0.944 | 97.7 | 0.989 | 99.1 | 0.987 |