A Cross-Media Music Retrieval System by Converting Color Changes into Tonal Changes

Yoshiyuki Kato, Shuichi Kurabayashi
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Abstract

We propose a cross-media music retrieval system that provides its users with a toolkit for formulating their own query by describing their emotional requirements for changes in mood of music as a sequence of images. To interpret the query, the system uses a metric space to convert the color changes in images into continuous tonal changes in music, and vice versa. The system provides delta functions for music and images to compute the changes as distance values in the metric space. Our system calculates the sentiment-oriented relevance score of the query and music by comparing their computed distance values. The advantage of the system is that it provides a bridge between heterogeneous image and music criteria by converting the visual impressions of images into a time-oriented invisible impression of music. This bridging operation is the foundation of our visual query construction method. This method allows users to search for music by subtly manipulating the form of a query in a trial-and-error manner by detecting the moods of music as color changes in images. This method is suitable for searching for unknown music that satisfies the preferences of users in web-based music resources that store many types of music, but without any publishing information related to the music.
一个将颜色变化转换成音调变化的跨媒体音乐检索系统
我们提出了一个跨媒体音乐检索系统,该系统为用户提供了一个工具包,通过将他们对音乐情绪变化的情感需求描述为一系列图像来制定他们自己的查询。为了解释查询,系统使用度量空间将图像中的颜色变化转换为音乐中的连续音调变化,反之亦然。该系统为音乐和图像提供delta函数,以度量空间中的距离值计算变化。我们的系统通过比较查询和音乐的计算距离值来计算情感导向的相关性评分。该系统的优势在于,它通过将图像的视觉印象转化为面向时间的无形音乐印象,在异构图像和音乐标准之间架起了一座桥梁。这种桥接操作是我们可视化查询构造方法的基础。这种方法允许用户以一种试错的方式巧妙地操纵查询形式,通过检测图像中颜色的变化来检测音乐的情绪,从而搜索音乐。该方法适用于在基于web的音乐资源中搜索满足用户偏好的未知音乐,这些音乐资源中存储了多种类型的音乐,但没有任何与音乐相关的发布信息。
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