// We"ll add the feature maps to a collection. In the paper they use// one of vgg16"s layers as a feature map, so we start by adding it.tf.add_to_collection("FEATURE_MAPS", base_net_endpoints[
scope + "/vgg_16/conv4/conv4_3"]
)// TODO: check that the usage of `padding="VALID"` is correct// TODO: check that the 1x1 convs actually use relu// Modifications to vgg16