Color Extraction from Lyrics

G. Hori
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引用次数: 1

Abstract

We establish a procedure for color extraction from lyrics based on the distributed semantic representation obtained by word2vec. To extract colors from lyrics, we exploit the fact that the cosine similarities between words and color names tend to reflect the actual colors of the things the words indicate. We select important words that characterize the lyrics according to the tf-idf statistic and estimate the colors of the important words using the cosine similarities between the words and color names. For evaluation of the color extraction procedure, we implement a software system that automatically generate images based on the colors extracted from given English lyrics. We conduct a subjective evaluation of the color extraction procedure using the software system and the lyrics of three Beatles songs.
歌词颜色提取
基于word2vec获得的分布式语义表示,建立了歌词颜色提取的流程。为了从歌词中提取颜色,我们利用单词和颜色名称之间的余弦相似度倾向于反映单词所表示的事物的实际颜色这一事实。我们根据tf-idf统计选择具有歌词特征的重要单词,并使用单词和颜色名称之间的余弦相似度来估计重要单词的颜色。为了评估颜色提取过程,我们实现了一个软件系统,该系统根据从给定的英语歌词中提取的颜色自动生成图像。我们使用软件系统和三首披头士歌曲的歌词对颜色提取过程进行了主观评价。
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