Technical Reports - Query Results

Your query term was 'number = 2007-01'
1 report found
OFAI-TR-2007-01 ( 45kB g-zipped PostScript file,  54kB PDF file)

A closer look on artist filters for musical genre classification

Arthur Flexer

Musical genre classification is the automatic classification of audio signals into user defined labels describing pieces of music. A problem inherent to genre classification experiments in music information retrieval research is the use of songs from the same artist in both training and test sets. We show that this does not only lead to over-optimistic accuracy results but also selectively favours particular classification approaches. The advantage of using models of songs rather than models of genres vanishes when applying an artist filter. The same holds true for the use of spectral features versus fluctuation patterns for preprocessing of the audio files.

Keywords: music information retrieval, audio classification, genre classification, artist filter

Citation: Flexer A.: Musical Genre Classification and the Artist Filter Effect, in Proceedings of the 8th International Conference on Music Information Retrieval (ISMIR'07), Vienna, Austria, 2007.