Detecting Musical Genre Borders for Multi-label Genre Classification

Hiroki Nakamura, Hung-Hsuan Huang, K. Kawagoe
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引用次数: 4

Abstract

In this paper, we propose a novel method to detect music genre borders for the music genre classification. The music genre classification is getting more important because music is influenced by an increasing amount of different musical styles. A general approach to classify music genres is a single genre labeling that usually gives the meaning of inherent stylistic elements to a musical piece. However this gives ambiguity in case of a music piece having multiple genres. To solve the problem, we consider separating the multi-label classification task into the single-label genre classification task. We propose a novel method to detect music genre borders for multi-label genre classification. The proposed method can find borderlines of different genres in music. Moreover, it is strongly expected to realize the multi-label genre classification to apply the single-label genre classification to each detected music segment.
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多标签音乐类型分类的音乐类型边界检测
本文提出了一种新的音乐体裁边界检测方法,用于音乐体裁分类。音乐类型的分类变得越来越重要,因为音乐受到越来越多不同音乐风格的影响。对音乐类型进行分类的一般方法是使用单一类型标签,该标签通常赋予音乐作品固有风格元素的含义。然而,这在具有多种类型的音乐作品的情况下会产生歧义。为了解决这个问题,我们考虑将多标签分类任务拆分为单标签类型分类任务。提出了一种新的多标签音乐类型边界检测方法。该方法可以发现音乐中不同体裁的边界。此外,强烈期望实现多标签类型分类,将单标签类型分类应用于每个检测到的音乐片段。
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