Table 7.
Performance Comparison of DL network's over the DFDC dataset.
DL-Models | AC | PR | RC | F1 |
---|---|---|---|---|
Proposed | 0.986 | 0.99 | 0.992 | 0.988 |
EfficientNEt | 0.924 | 0.94 | 0.908 | 0.924 |
MobileNetv2 | 0.9 | 0.93 | 0.888 | 0.904 |
InceptionResV2 | 0.962 | 0.96 | 0.952 | 0.956 |
XceptionNet | 0.968 | 0.96 | 0.964 | 0.964 |
Inception V3 | 0.96 | 0.93 | 0.94 | 0.936 |
DenseNet-169 | 0.98 | 0.97 | 0.968 | 0.972 |
NAISNet-Mobile | 0.922 | 0.93 | 0.904 | 0.916 |
ResNet18 | 0.964 | 0.95 | 0.956 | 0.952 |
VGG-16 | 0.89 | 0.87 | 0.868 | 0.864 |
VGGFace | 0.984 | 0.96 | 0.942 | 0.952 |
VGG-19 | 0.882 | 0.86 | 0.876 | 0.864 |