Publication | Closed Access
Recognition of music types
103
Citations
4
References
2002
Year
Unknown Venue
MusicAudio MiningEngineeringData ScienceMusic ClassificationPattern RecognitionNeural NetworkExplicit TimeSpeech ProcessingAudio RetrievalComputer ScienceMusic TypesArtsTemporal Structure ModelingOptical Music RecognitionMusicologySpeech Recognition
This paper describes a music type recognition system that can be used to index and search in multimedia databases. A new approach to temporal structure modeling is supposed. The so called ETM-NN (explicit time modelling with neural network) method uses abstraction of acoustical events to the hidden units of a neural network. This new set of abstract features representing temporal structures, can be then learned via a traditional neural networks to discriminate between different types of music. The experiments show that this method outperforms HMMs significantly.
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