Improved Evaluation and Generation of Grid Layouts using Distance Preservation Quality and Linear Assignment Sorting. (arXiv:2205.04255v2 [cs.CV] UPDATED)

Images sorted by similarity enables more images to be viewed simultaneously,
and can be very useful for stock photo agencies or e-commerce applications.
Visually sorted grid layouts attempt to arrange images so that their proximity
on the grid corresponds as closely as possible to their similarity. Various
metrics exist for evaluating such arrangements, but there is low experimental
evidence on correlation between human perceived quality and metric value. We
propose Distance Preservation Quality (DPQ) as a new metric to evaluate …

arxiv cv evaluation generation linear quality sorting