动态moS:主观性分析的动态情感电影片段数据库
Jeffrey M Girard1, Yanmei Tie2, Einat Liebenthal3
1Department of Psychology, University of Kansas, Lawrence, KS, USA.
概括
这项研究引入了一个新的视频数据库,捕捉了许多参与者的动态情绪评分,包括主观情绪体验,用于情感计算研究. 该数据库支持情绪诱导,算法训练和主观性研究.
科学领域:
- 情感计算是一种情感计算.
- 计算神经科学是一种神经科学.
- 心理学 心理学 心理学
背景情况:
- 上一篇 情感计算研究往往依赖于平均的情感标签,忽视个人主观经验.
- 对情感视频内容的单一"基本真相"标签限制了对微妙情感反应的理解.
研究的目的:
- 引入一个新的视频数据库,从大量参与者中获得动态,整体的情感评分.
- 通过拥抱情感经验的主观性来改变情感计算的范式.
- 为在情绪诱导,算法开发和主观性分析方面的跨学科研究提供资源.
主要方法:
- 收集了来自83名参与者观看22部情感电影片段的动态和整体情感评分.
- 提供了情感评级的完整分布 (平均76.7位评级者/视频),而不是单个平均标签.
- 为跨学科的使用案例验证了数据库.
主要成果:
- 创建了一个包含丰富主观情感数据的全面视频数据库.
- 该数据库捕捉了对媒体的情感反应固有的主观性.
- 对于动态情绪识别,个性化算法和理解情绪模两可的证明了实用性.
结论:
- 拥抱主观情感数据代表了情感计算的范式转变.
- 数据库促进了情绪诱导,算法开发和情绪主观性的研究的新研究方向.
- 免费使用的数据库 (https://dynamos.mgb.org) 促进非商业研究.
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