声音事件与情绪:节奏特征与觉醒的关系研究

K. Drossos, Rigas Kotsakis, George M. Kalliris, A. Floros
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引用次数: 18

摘要

近年来在音频情感识别(AER)方面的各种研究都取得了优异的性能和检索精度。然而,在大多数作品中,音乐被认为是原始的声音内容,传达了已识别的情感。人们发现,与节奏相关的声音暗示是表达情感的基本手段之一。虽然音乐是日常生活的一个重要方面,但人类周围有许多非语言和非音乐的声音,通常被定义为声音事件(SEs)。尽管se对人类有如此巨大的影响,但观察到关于se的AER的调查很少。最近只有少数研究涉及到SEs和AER,显示了前者与听者触发的情感之间的语义联系。在这项工作中,我们分析研究了广泛的常见se的节奏相关特征与听众使用具有语义内容的声音事件的唤醒之间的联系。为此,使用不同的排序和分类算法进行了多个特征评估和分类任务。实验结果具有较高的准确性,表明SEs节律特征与被激发的觉醒有显著的关系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Sound events and emotions: Investigating the relation of rhythmic characteristics and arousal
A variety of recent researches in Audio Emotion Recognition (AER) outlines high performance and retrieval accuracy results. However, in most works music is considered as the original sound content that conveys the identified emotions. One of the music characteristics that is found to represent a fundamental means for conveying emotions are the rhythm-related acoustic cues. Although music is an important aspect of everyday life, there are numerous non-linguistic and nonmusical sounds surrounding humans, generally defined as sound events (SEs). Despite this enormous impact of SEs to humans, a scarcity of investigations regarding AER from SEs is observed. There are only a few recent investigations concerned with SEs and AER, presenting a semantic connection between the former and the listener's triggered emotion. In this work we analytically investigate the connection of rhythm-related characteristics of a wide range of common SEs with the arousal of the listener using sound events with semantic content. To this aim, several feature evaluation and classification tasks are conducted using different ranking and classification algorithms. High accuracy results are obtained, demonstrating a significant relation of SEs rhythmic characteristics to the elicited arousal.
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