From: Classification of mastoid air cells by CT scan images using deep learning method
Name of architectures | Optimizers | |||||||
---|---|---|---|---|---|---|---|---|
SGD | RMSprop | AdaGrad | AdaDelta | Adam | AdaMax | Nadam | ||
1 | Xception | 83.24 | 82.16 | 82.31 | 85.30 | 82.68 | 85.13 | 81.29 |
2 | VGG16 | 81.47 | 72.26 | 70.48 | 69.27 | 48.15 | 78.39 | 48.15 |
3 | VGG19 | 81.73 | 68.47 | 69.92 | 60.73 | 48.15 | 74.03 | 48.15 |
4 | ResNet50 | 80.42 | 74.03 | 73.63 | 77.34 | 77.50 | 79.83 | 73.87 |
5 | ResNet101 | 81.35 | 68.31 | 75.24 | 77.82 | 76.77 | 77.02 | 77.18 |
6 | ResNet152 | 80.65 | 73.39 | 76.13 | 76.13 | 75.81 | 76.69 | 75.40 |
7 | ResNet50V2 | 81.24 | 73.79 | 77.02 | 76.37 | 75.32 | 78.16 | 74.44 |
8 | ResNet101V2 | 80.45 | 68.87 | 76.81 | 77.21 | 76.61 | 78.34 | 75.73 |
9 | ResNet152V2 | 80.36 | 70.73 | 67.10 | 70.65 | 70.48 | 77.74 | 70.81 |
10 | InceptionV3 | 81.40 | 78.84 | 80.18 | 82.53 | 80.11 | 85.58 | 77.02 |
11 | InceptionResNetV2 | 82.45 | 81.26 | 82.14 | 84.37 | 82.05 | 82.42 | 79.93 |
12 | MobileNet | 75.48 | 79.03 | 80.55 | 81.34 | 78.87 | 82.24 | 80.19 |
13 | MobileNetV2 | 76.85 | 78.31 | 76.05 | 80.29 | 78.52 | 79.61 | 77.11 |
14 | DenseNet121 | 82.48 | 76.29 | 75.00 | 80.98 | 81.08 | 81.70 | 73.95 |
15 | DenseNet169 | 82.42 | 76.05 | 73.39 | 80.07 | 77.42 | 81.68 | 75.08 |
16 | DenseNet201 | 84.22 | 76.69 | 77.50 | 81.54 | 77.50 | 80.48 | 77.02 |