Best for
Identifying near-duplicate photos, detecting resized variations of graphic assets and filtering duplicate image collections.
Helpful tip
Resize ratios and color palette distributions are factored into the similarity heuristic, so slight crops may still register high similarity.
Limitation
Perceptual similarity is an algorithmic approximation and cannot discern context, fine typography or subtle photographic watermark changes.