Image Aesthetics Assessment Using Graph Attention Network. (arXiv:2206.12869v2 [cs.CV] UPDATED)

Aspect ratio and spatial layout are two of the principal factors determining
the aesthetic value of a photograph. But, incorporating these into the
traditional convolution-based frameworks for the task of image aesthetics
assessment is problematic. The aspect ratio of the photographs gets distorted
while they are resized/cropped to a fixed dimension to facilitate training
batch sampling. On the other hand, the convolutional filters process
information locally and are limited in their ability to model the global
spatial layout of a …

arxiv attention cv graph image network