VGG has 16-19 layers, Inception has ~50 layers, and ResNet has 150 layers. All of which were the state of the art at one point in time over the last ~2-3 years. A more faithful comparison with CNNs would've used one of these models pre-trained on a much larger face dataset.
Oh, BTW I do ML consulting lol