支持新手作者音频描述通过自动反
Rosiana Natalie1, Joshua Tseng1, Hernisa Kacorri2
1Singapore Management University, Singapore.
概括
这项研究引入了一个自动化系统,帮助新手为视频创建音频描述 (AD),将制作成本降低45%. 自动反提高了描述质量,使视频更容易获得.
科学领域:
- 可访问性研究可访问性研究
- 人与计算机的互动.
- 自然语言处理自然语言处理.
背景情况:
- 视频通常缺乏音频描述 (AD),这阻碍了视力受损人士的可访问性.
- 传统的AD生产是昂贵和耗时的,依赖于专业的服务.
- 需要具有成本效益的方法来增加AD可用性.
研究的目的:
- 开发和评估一个AD创作系统,支持新手创建场景描述 (SD).
- 为了研究自动反在改进初学者写的SD对AD世代的有效性.
- 评估自动反对生产成本和AD质量的影响.
主要方法:
- 开发了一个AD创作系统,集成视频场景识别和NLP进行自动反.
- 在三个条件下招募了60名参与者来撰写SD:没有反,人类反和自动反.
- 基于描述性,客观性,充分性,清晰性和学习质量的评估SD质量.
主要成果:
- 自动反显著提高了新手写的SD的描述性,客观性和学习质量.
- 自动反没有对SD的充分性或清晰性产生负面影响.
- 该系统显示,与传统方法相比,该系统有可能将AD生产成本降低45%.
结论:
- 具有自动反的初学者辅助AD创作是一种可行的,具有成本效益的方法,可以提高视频的可访问性.
- 自动反提供了一个可扩展的解决方案,以提高AD的质量和数量.
- 虽然人类反仍然优越,但自动反为广泛实施AD提供了切实可行的替代方案.
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