Table 8.
Training and testing times of architectures. Training times in hours and minutes; Test times are shown in seconds.
Model | Application1 |
Application2 |
Application3 |
Application4 |
||||
---|---|---|---|---|---|---|---|---|
Train time (hr.min.) | Test time (s.) | Train time (hr.min.) | Test time (s.) | Train time (hr.min.) | Test time (s.) | Train time (hr.min.) | Test time (s.) | |
DenseNet | 0.53 | 1 | 1.18 | 2 | 5.00 | 6 | 6.10 | 7 |
AlexNet | 0.53 | 1 | 1.16 | 1 | 4.50 | 3 | 6.04 | 4 |
ResNet | 1.10 | 2 | 1.50 | 3 | 6.56 | 8 | 7.36 | 10 |
CspNet [80] | 1.30 | 2 | 1.46 | 3 | 6.00 | 7 | 8.20 | 9 |
VGG16 | 1.07 | 3 | 1.30 | 3 | 7.50 | 18 | 9.13 | 19 |
VGG19 | 1.14 | 3 | 1.33 | 4 | 8.16 | 19 | 9.23 | 21 |
CovXNet [42] | 5.05 | 7 | 6.05 | 8 | 15.33 | 26 | 18.33 | 29 |
CoroNet [40] | 1.20 | 2 | 1.43 | 2 | 6.33 | 5 | 7.50 | 7 |
CovidXrayNet [41] | 1.10 | 2 | 1.43 | 3 | 8.33 | 12 | 9.13 | 15 |
DarkCovidNet [39] | 1.18 | 2 | 1.48 | 2 | 7.54 | 13 | 8.43 | 15 |
Proposed (CovidDWNet) | 1.16 | 2 | 1.45 | 3 | 7.24 | 8 | 8.32 | 11 |