利用基础模型制作叙事可视化:一项调查
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Updated: May 24, 2025

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概括
基础模型通过自动化数据讲故事来增强叙事可视化. 这项调查审查了66篇论文,提出了一个模型,说明这些AI模型如何通过分析,叙述,可视化和交互来创建引人入胜的视觉叙事.
科学领域:
- 计算机科学 计算机科学
- 数据可视化 数据可视化
- 人工智能的人工智能
背景情况:
- 叙事可视化使复杂的数据可以通过讲故事来访问.
- 基础模型提供先进的功能,如NLP和内容生成用于数据分析.
- 将基础模型集成到叙事可视化中是一个新兴的研究领域.
研究的目的:
- 调查和分析基础模型在叙事可视化中的应用.
- 为理解基础模型在创建视觉叙事中的作用提出参考模型.
- 确定这个跨学科领域的关键任务和挑战.
主要方法:
- 对66篇相关论文进行系统的文献审查.
- 开发一个四阶段的参考模型:分析,叙述,可视化和交互.
- 识别和分类应用基础模型的八个具体任务.
主要成果:
- 基础模型可以逐步整合到叙事可视化管道中.
- 八个关键任务,包括洞察提取和创作,详细介绍了相关的基础模型应用程序.
- 对于每项任务,都提供了强项,弱项和研究机会的结构化概述.
结论:
- 基础模型显著增强了叙事可视化的创作.
- 拟议的模型为理解和推进人工智能驱动的视觉叙事研究提供了一个框架.
- 这项工作指导研究人员和从业人员利用基础模型进行有影响力的数据通信.
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