数据播放器:自动生成数据视频与叙述-动画交互
IEEE transactions on visualization and computer graphics
|November 3, 2023
概括
本研究介绍了数据播放器,这是一个用于创建动态数据视频的自动化系统,具有叙述和动画. 它简化了数据视频的制作,使高质量的,人类可比的结果可访问.
科学领域:
- 数据可视化 数据可视化
- 人与计算机的交互
- 人工智能的人工智能
背景情况:
- 数据讲故事有效地整合了可视化和叙事,数据视频越来越突出.
- 制作数据视频需要大量的手工努力和各种专业技能,包括叙事设计,动画和音频同步.
研究的目的:
- 介绍数据播放器,一种用于自动生成动态数据视频的新方法,具有叙述-动画交互.
- 为了降低创建丰富,叙述数据视频的技术障碍.
主要方法:
- 数据播放器从可视化中提取数据到表中.
- 大型语言模型在文本和视觉图像之间建立语义联系.
- 动画设计知识被编码为约束,以推与文本转化为语音叙述一致的预设.
主要成果:
- 数据播放器成功地生成动态数据视频与叙述动画交互.
- 该系统在创建高质量的数据视频方面表现出有效性,与人类组成的数据视频相似.
结论:
- 数据播放器大大简化了数据视频创建过程.
- 自动化方法降低了技术障碍,使数据通过视频讲故事的可访问性更广泛.
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