Augmenting Drama: A Speech Emotion - Controlled Stage Lighting Framework

N. Vryzas, A. Liatsou, Rigas Kotsakis, Charalampos A. Dimoulas, George M. Kalliris
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引用次数: 7

Abstract

Lighting can play a key role in the aesthetic concept of a theatrical production. This paper explores the field of augmented interaction with stage lighting, providing a synesthetic approach to emotion perception. In the audio driven framework that is presented, the actors' speech is captured by stage microphones. The signals are led to a Speech Emotion Recognition system that classifies them by emotion, which are thereafter matched to different colors. Thus, stage lighting color can change in real-time in accordance with the actor's recognized speech emotion. The system is described in a generic form, suitable for different implementations of the main idea. For the purpose of this paper, 5 classes that represent different emotions were defined. Several audio features and classifiers were tested with audio data from different datasets of emotional speech to train a speech emotion recognition model. The final evaluation results are presented for the logistic regression classifier. Accuracy results and confusion matrix are presented for logistic regression classification. A wheel of emotions model for emotion visualization and color selection was adopted to render and simulate the colored lighting results.
增强戏剧:一种言语情感控制的舞台灯光框架
灯光在戏剧作品的审美观念中起着关键作用。本文探讨了与舞台灯光增强互动的领域,提供了一种情感感知的联觉方法。在所提出的音频驱动框架中,演员的言语被舞台麦克风捕获。这些信号被引导到语音情绪识别系统,该系统根据情绪对它们进行分类,然后将它们与不同的颜色相匹配。这样,舞台灯光颜色就可以根据演员所识别的言语情绪实时变化。该系统以通用形式描述,适用于不同的主要思想实现。为了本文的目的,我们定义了5个代表不同情绪的类。利用不同情感语音数据集的音频数据对多个音频特征和分类器进行测试,以训练语音情感识别模型。最后给出了逻辑回归分类器的评价结果。给出了逻辑回归分类的精度结果和混淆矩阵。采用情感轮模型进行情感可视化和色彩选择,对彩色照明结果进行渲染和模拟。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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