Table 3. Inference times of the trained models with unseen test dataset
Decoder | Encoder | Times (ms) |
Mean | Minimum | Max |
FCN8 | VGG16 | 133.3 ± 1.0 | 126.9 | 151.1 |
ResNet50 | 180.1 ± 1.6 | 167.8 | 211.8 |
MobileNet | 156.8 ± 7.1 | 124.8 | 272.1 |
FCN16 | VGG16 | 131.6 ± 0.6 | 127.3 | 144.4 |
ResNet50 | 182.5 ± 1.3 | 168.2 | 202.7 |
MobileNet | 136.7 ± 1.5 | 125.6 | 158.7 |
FCN32 | VGG16 | 135.1 ± 1.5 | 127.5 | 165 |
ResNet50 | 184.5 ± 1.5 | 169.2 | 207.5 |
MobileNet | 132.8 ± 2.8 | 125.6 | 158.2 |
SegNet | VGG16 | 129.2 ± 3.5 | 107.9 | 182.3 |
ResNet50 | 126.5 ± 2.1 | 113.2 | 168.6 |
MobileNet | 122.8 ± 3.2 | 102.8 | 157.8 |
U-Net | VGG16 | 125.6 ± 2.1 | 108.2 | 177.8 |
ResNet50 | 143.3 ± 7.8 | 113.4 | 347.5 |
MobileNet | 116.3 ± 2.5 | 100.8 | 152.8 |
The values are represented as mean ± standard error mean.