2002 · 181 citations · 11 references
HumanitiesMusicologyMusic AnalysisMusic PsychologyPsychoacousticsAuditory DiscriminationAuditory Scene AnalysisDigital Signal ProcessingMusic PerceptionSpeech RecognitionSpeech Sound DiscriminationAudio ClassificationAudio Feature FusionClassification AlgorithmsFeature Engineering For Audio SignalsMusic ClassificationMusic Feature ExtractionSpectral Cues In SpeechTime-frequency Feature Extraction
Automatic discrimination of speech and music is an important tool in many multimedia applications. Previous work has focused on using long-term features such as differential parameters, variances and time-averages of spectral parameters. These classifiers use features estimated over windows of 0.5-5 seconds, and are relatively complex. We present our results of combining the line spectral frequencies (LSFs) and zero crossing-based features for frame-level narrowband speech/music discrimination. Our classification results for different types of music and speech show the good discriminating power of these features. Our classification algorithms operate using only a frame delay of 20 ms, making them suitable for real-time multimedia applications.
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Real-time discrimination of broadcast speech/music
J. Saunders · 2002 · 473 citations
Computing, Linguistics, Phonetics +16
A comparison of features for speech, music discrimination
Michael J. Carey, E.S. Parris, H. Lloyd-Thomas · 1999 · 183 citations
Hierarchical classification of audio data for archiving and retrieving
Tong Zhang, C.‐C. Jay Kuo · 1999 · 133 citations
Computing, Data Science, Acoustics +15