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TerraVis: Towards Evaluation of World-Grounded Visual Consistency in Text-to-Image Generation via MLLM Workflows

TerraVis evaluates world-grounded visual consistency in generated images via MLLM workflows, correlating best with human judgments while revealing substantial failures in top models.

Shuai Fu, Jing Gu, Jian Zhou, Zicheng Duan and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face

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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 1/5