2007 · 37 citations · 15 references
HumanitiesMusicologyMusic AnalysisMusic TheoryPsychoacousticsClassificationGenre ClassificationModulationMusic AcousticsMusical GenresClassification AccuracyClassification Accuracy AnalysisClassification Accuracy AssessmentModulation ContrastModulation Spectrum AnalysisMusic ClassificationMusic Feature ExtractionSignals
In this paper, we proposed a novel feature, called octave-based modulation spectral contrast (OMSC), for music genre classification. OMSC is extracted from long-term modulation spectrum analysis to represent the time-varying behavior of music signals. Experimental results have shown that OMSC outperforms MFCC and OSC. If OMSC is integrated with MFCC and OSC, the classification accuracy is 84.03% for seven music genre classification.
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A comparative study on content-based music genre classification
Tao Li, Mitsunori Ogihara, Qi Li · 2003 · 409 citations
Arts, Musicology, Genre Studies +12
Music type classification by spectral contrast feature
Danning Jiang, Lie Lu, Jianhua Tao et al. · 2003 · 342 citations
Features For Audio And Music Classification.
Martin F. McKinney · 2003 · 303 citations · Full text