Table 4.
Pretrained Image Models
Network | Author(s), Year | Salient Features | Parameters | FLOP | Top 5 Accuracy |
---|---|---|---|---|---|
AlexNET | Krizhevsky et al. (2012) | Deeper | 62 M | 1.5B | 84.70% |
VGGNet | Simonyan et al. (2014) | Fixed-size kernel | 138 M | 19.6B | 92.30% |
Inception | Szegedy et al. (2014) | Wider parallel kernel | 6.4 M | 2B | 93.30% |
ResNET | He et al. (2015) | Shortcut connections | 60.3 M | 11B | 95.51% |