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Using Generative Art to Convey Past and Future Climate Transitions
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Leveraging Foundation Models for Crafting Narrative Visualization: A Survey.

Yi He, Ke Xu, Shixiong Cao

    IEEE Transactions on Visualization and Computer Graphics
    |March 4, 2025
    PubMed
    Summary

    Foundation models enhance narrative visualization by automating data storytelling. This survey reviews 66 papers, proposing a model for how these AI models create engaging visual narratives through analysis, narration, visualization, and interaction.

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    Area of Science:

    • Computer Science
    • Data Visualization
    • Artificial Intelligence

    Background:

    • Narrative visualization makes complex data accessible through storytelling.
    • Foundation models offer advanced capabilities like NLP and content generation for data analysis.
    • Integrating foundation models into narrative visualization is an emerging research area.

    Purpose of the Study:

    • To survey and analyze the application of foundation models in narrative visualization.
    • To propose a reference model for understanding the role of foundation models in creating visual narratives.
    • To identify key tasks and challenges in this interdisciplinary field.

    Main Methods:

    • Systematic literature review of 66 relevant papers.
    • Development of a four-phase reference model: Analysis, Narration, Visualization, and Interaction.
    • Identification and categorization of eight specific tasks where foundation models are applied.

    Main Results:

    • Foundation models can be progressively integrated across the narrative visualization pipeline.
    • Eight key tasks, including Insight Extraction and Authoring, are detailed with associated foundation model applications.
    • A structured overview of strengths, weaknesses, and research opportunities is provided for each task.

    Conclusions:

    • Foundation models significantly enhance the creation of narrative visualizations.
    • The proposed model provides a framework for understanding and advancing research in AI-driven visual storytelling.
    • This work guides researchers and practitioners in leveraging foundation models for impactful data communication.