Mathematical Morphology Applied to Feature Extraction in Music Spectrograms

被引:0
作者
Romero-Garcia, Gonzalo [1 ]
Bloch, Isabelle [2 ]
Agon, Carlos [1 ]
机构
[1] Sorbonne Univ, STMS, IRCAM, CNRS, Paris, France
[2] Sorbonne Univ, LIP6, CNRS, Paris, France
来源
DISCRETE GEOMETRY AND MATHEMATICAL MORPHOLOGY, DGMM 2024 | 2024年 / 14605卷
关键词
Mathematical Morphology; Spectrograms; Feature Extraction; Image Analysis; SPECTRAL MODELING SYNTHESIS; SEGMENTATION;
D O I
10.1007/978-3-031-57793-2_33
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Mathematical Morphology has proven to be a powerful tool for extracting geometric information from greyscale images. In this paper, we demonstrate its application to spectrograms (two-dimensional greyscale images of sound) of music excerpts. The sounds of musical instruments exhibit particular shapes when represented as a spectrogram. These shapes are determined by the sound characteristics. In general, musical sounds contain three different components: the attack component, appearing as vertical lines; the sustain component, appearing as horizontal lines; and the stochastic component, appearing as a landscape of hills and holes. In this paper we propose a pipeline of morphological operators to separate these three components. This separation allows us to build a new sound similar to the input one.
引用
收藏
页码:431 / 442
页数:12
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