PRISM benchmark perturbs Crello layouts into 110K samples isolating design principle violations, reveals limited sensitivity in several multimodal models, and proposes a multi-scale framework combining scorers, instruction-tuned VLMs, and prompt methods for interpretable design assessment.
LTSim: layout transportation-based similarity mea- sure for evaluating layout generation
3 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
representative citing papers
Brief2Design supports a multi-phased workflow for AI-assisted graphic design from briefs, increasing prompt diversity and requirement handling ratings but requiring more generation time than conversational baselines.
SciPostGen supplies a paired dataset linking paper structure to poster layouts and shows that retrieval of matching layouts improves generation while respecting user constraints.
citing papers explorer
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Through the PRISM: Principle-Aware, Interpretable, and Multi-Scale Evaluation of Visual Designs
PRISM benchmark perturbs Crello layouts into 110K samples isolating design principle violations, reveals limited sensitivity in several multimodal models, and proposes a multi-scale framework combining scorers, instruction-tuned VLMs, and prompt methods for interpretable design assessment.
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Brief2Design: A Multi-phased, Compositional Approach to Prompt-based Graphic Design
Brief2Design supports a multi-phased workflow for AI-assisted graphic design from briefs, increasing prompt diversity and requirement handling ratings but requiring more generation time than conversational baselines.
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SciPostGen: Bridging the Gap between Scientific Papers and Poster Layouts
SciPostGen supplies a paired dataset linking paper structure to poster layouts and shows that retrieval of matching layouts improves generation while respecting user constraints.