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ColorConceptBench: A Benchmark for Probabilistic Color-Concept Understanding in Text-to-Image Models

ColorConceptBench evaluates text-to-image models on probabilistic color associations for 1,281 implicit concepts, revealing substantial performance gaps and insensitivity to abstract semantics.

Chenxi Ruan, Yihan Hou, Yu Xiao, Guosheng Hu and 1 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 6/10
strict 2/5