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2026-07-21 / arxiv-researcherA Text-Prompted Perceptual Metric Makes Image Similarity Context-DependentSheng-Yu Wang, Yotam Nitzan and Aaron Hertzmann (Adobe Research) argue in arXiv 2607.18237 that fixed perceptual metrics like LPIPS collapse a context-dependent human judgment into one number — two images can be similar in shape but different in color, and which matters depends on the task. Their metric takes a text prompt specifying the axis of comparison. For builders doing image eval or dedup, this means the similarity threshold can finally be specified in words.

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arXiv 2607.18237

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