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Popular Music Retrieval by Detecting Mood

机译:通过检测情绪来检索流行音乐

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In the community of music information retrieval, researchers developed methods to retrieval music with a particular melody, they also developed methods to retrieval music by similarity. We aim to retrieval music by mood, which is sometimes the exclusive manner people select music to enjoy, for example, when someone is sad for some reason, she or he wants to listen to a piece of music that can cheer her or him up, at this moment she or he will search music segment by mood no matter what the melody sounds and which the piece of music is similar to. In the essence, the difficulty for music retrieval by mood stems from the gap between the rich meanings that users want when they query and the shallowness of content descriptor we can actually compute. Recently, a new approach, Computational Media Aesthetics (CMA) is presented aiming to fill this gap, the core trait of it is that data is interpreted with its maker's eye [1]. Composers choreograph the expectation to arise emotion, and performers convert the musical intention into music language to arise emotion, which inspires us to analysis music mood on the viewpoint of how music is made, i.e. the viewpoint of CMA avoiding coping with ambiguity of emotion audience arise when confronted with music. Juslin found that two music dimensions could explain the transfer of emotional content from performer to audience: tempo and articulation, tempos were either fast or slow while articulations were either staccato or legato [2], Table 1 depicts the relationship of music mood with tempo and articulation.
机译:在音乐信息检索社区中,研究人员开发了检索具有特定旋律的音乐的方法,他们还开发了通过相似性检索音乐的方法。我们的目标是按心情检索音乐,这有时是人们选择欣赏音乐的唯一方式,例如,当某人因某种原因而难过时,她或他想听一段可以振奋自己的音乐,此时,无论旋律听起来是什么,以及乐曲与哪首乐曲相似,她都会按心情搜索音乐片段。从本质上讲,通过情绪进行音乐检索的困难源于用户查询时想要的丰富含义与我们可以实际计算出的内容描述符的浅薄程度之间的差距。最近,提出了一种新方法,即计算媒体美学(CMA),旨在填补这一空白,其核心特征是用制造者的眼光解读数据[1]。作曲家编排了产生情感的期望,表演者将音乐意图转换为音乐语言来表达情感,这激发了我们从音乐的制作角度来分析音乐情绪,即CMA的观点避免了应对情感受众的歧义。当遇到音乐时。 Juslin发现,音乐的两个维度可以解释从表演者到听众的情感内容的转移:速度和发音,速度是快还是慢,而发音是断音或连奏[2],表1描绘了音乐情绪与速度和节奏的关系。关节。

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