Table A3.
BlockBoosted deep feature classification.
| Method | DF Length | Block Length | TPR (%) | TNR (%) | ACC (%) | AUC (%) |
|---|---|---|---|---|---|---|
| (Block Length 512) | ||||||
| Googlenet-SLESA | 832 | 512 | 60.98 | 61.66 | 61.34 | 64.32 |
| InceptionV3-SLESA | 1280 | 512 | 65.89 | 73.21 | 69.76 | 75.63 |
| ResNet50-SLESA | 2048 | 512 | 61.50 | 67.44 | 64.63 | 69.59 |
| ResNet101-SLESA | 2048 | 512 | 61.50 | 72.75 | 67.44 | 71.31 |
| Densenet201-SLESA | 1920 | 512 | 64.34 | 70.90 | 67.81 | 71.37 |
| InceptionResNetV2-SLESA | 1536 | 512 | 65.89 | 72.52 | 69.39 | 73.29 |
| Xception-SLESA | 2048 | 512 | 62.53 | 67.44 | 65.12 | 69.19 |
| (Block Length 256) | ||||||
| Googlenet-SLESA | 832 | 256 | 60.21 | 63.05 | 61.71 | 65.42 |
| InceptionV3-SLESA | 1280 | 256 | 66.15 | 72.75 | 69.63 | 74.49 |
| ResNet18-SLESA | 512 | 256 | 59.43 | 67.90 | 63.90 | 67.64 |
| ResNet50-SLESA | 2048 | 256 | 60.98 | 68.36 | 64.88 | 69.28 |
| ResNet101-SLESA | 2048 | 256 | 62.02 | 71.82 | 67.20 | 71.09 |
| Densenet201-SLESA | 1920 | 256 | 64.86 | 69.28 | 67.20 | 71.05 |
| InceptionResNetV2-SLESA | 1536 | 256 | 65.12 | 72.29 | 68.90 | 73.10 |
| Xception-SLESA | 2048 | 256 | 57.62 | 72.75 | 65.61 | 69.12 |
| (Block Length 128) | ||||||
| Googlenet-SLESA | 832 | 128 | 60.21 | 62.82 | 61.59 | 64.66 |
| InceptionV3-SLESA | 1280 | 128 | 66.41 | 72.52 | 69.63 | 75.67 |
| ResNet18-SLESA | 512 | 128 | 59.17 | 67.67 | 63.66 | 68.54 |
| ResNet50-SLESA | 2048 | 128 | 59.17 | 73.21 | 66.59 | 70.96 |
| ResNet101-SLESA | 2048 | 128 | 61.24 | 71.59 | 66.71 | 71.28 |
| Densenet201-SLESA | 1920 | 128 | 61.76 | 71.82 | 67.07 | 71.86 |
| InceptionResNetV2-SLESA | 1536 | 128 | 62.79 | 73.67 | 68.54 | 71.27 |
| Xception-SLESA | 2048 | 128 | 56.85 | 74.13 | 65.98 | 69.54 |