语音情感识别交互框架的主观评价

N. Vryzas, María Matsiola, Rigas Kotsakis, Charalampos A. Dimoulas, George M. Kalliris
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引用次数: 6

摘要

在目前的工作中,对戏剧表演和社交媒体交流与互动应用语音情感识别(SER)框架的三个基本组成部分进行了主观评估。用于评估的多学科调查小组由具有戏剧和表演艺术背景以及新闻和大众传播研究背景的参与者组成。首先,对一个公开可用的情绪言语数据库——行为情绪言语动态数据库(AESDD)进行了评估。我们检验了参与者感知到的情绪与AESDD记录中预期表达的情绪之间的一致程度。此外,参与者被要求在视频中拍摄的特定场景的不同颜色的灯光之间进行选择。观察并讨论了场景的情感内容与所选颜色之间的相关性。最后,从有用性、易用性、易学性和满意度等方面对一个基于多模态语音情感数据收集的SER原型应用程序进行了评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Subjective Evaluation of a Speech Emotion Recognition Interaction Framework
In the current work, a conducted subjective evaluation of three basic components of a framework for applied Speech Emotion Recognition (SER) for theatrical performance and social media communication and interaction is presented. The multidisciplinary survey group used for the evaluation is consisted of participants with Theatrical and Performance Arts background, as well as Journalism and Mass Communications Studies. Initially, a publically available database of emotional speech utterances, Acted Emotional Speech Dynamic Database (AESDD) is evaluated. We examine the degree of agreement between the perceived emotion by the participants and the intended expressed emotion in the AESDD recordings. Furthermore, the participants are asked to choose between different coloured lighting of certain scenes captured on video. Correlations between the emotional content of the scenes and selected colors are observed and discussed. Finally, a prototype application for SER and multimodal speech emotion data gathering is evaluated in terms of Usefulness, Ease of Use, Ease of Learning and Satisfaction.
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