孤立合成音频的感知情感:EmoSynth数据集和结果

Alice Baird, Emilia Parada-Cabaleiro, C. Fraser, Simone Hantke, Björn Schuller
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引用次数: 7

摘要

自古文明以来,人们就知道声音能够增进人类福祉,今天,在各种健康领域和各种文化中,都可以找到声音增进人类福祉的方法。有很多基于声音的方法显示出对身体和精神健康都有好处。目前的方法多种多样,从低频振动到高频干扰,从嗡嗡声般的维持到有节奏的脉冲,对听众的心理和生理感知的了解有限。在这方面,在本研究中,40名听众被要求从144个孤立的合成周期波形数据集中评估效价和唤醒的感知情感维度。结果表明,唤醒确实与基频适度相关,并且在评估感知唤醒时,正弦波与方波和锯齿波被感知为显着不同。总的结果表明,孤立的合成音频可以建模为一种唤起情感状态的手段。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Perceived Emotion of Isolated Synthetic Audio: The EmoSynth Dataset and Results
The ability of sound to enhance human wellbeing has been known since ancient civilisations, and methods can be found today across domains of health and within a variety of cultures. There are an abundance of sound-based methods which show benefits for both physical and mental-states of wellbeing. Current methods vary from low frequency vibrations to high frequency distractions, and from drone-like sustain to rhythmical pulsing, with limited knowledge of a listeners psycho-physical perception of this. In this regard, for the presented study 40 listeners were asked to evaluate the perceived emotional dimensions of Valence and Arousal from a dataset of 144 isolated synthetic periodic waveforms. Results show that Arousal does correlate moderately to fundamental frequency, and that the sine waveform is perceived as significantly different to square and sawtooth waveforms when evaluating perceived Arousal. The general results suggest that isolated synthetic audio can be modelled as a means of evoking affective states of emotion.
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