Needle In A Haystack, Fast: Benchmarking Image Perceptual Similarity Metrics At Scale. (arXiv:2206.00282v1 [cs.CV])

The advent of the internet, followed shortly by the social media made it
ubiquitous in consuming and sharing information between anyone with access to
it. The evolution in the consumption of media driven by this change, led to the
emergence of images as means to express oneself, convey information and
convince others efficiently. With computer vision algorithms progressing
radically over the last decade, it is become easier and easier to study at
scale the role of images in the flow …

arxiv benchmarking cv haystack image metrics scale