Is there any way to get positional-invariant perceptual loss?
i.e. these image pairs would receive a low loss:
 compared to 
 compared to 
Because they contain the same objects.
But this image would receive a high loss:
 compared to 
Since the objects are not the same.
Experimentation of the above images show that none of the layers in VGG19 has this property: