Multi-label Ferns for Efficient Recognition of Musical Instruments in Recordings

Miron B. Kursa, Alicja A. Wieczorkowska

In this paper we introduce multi-label ferns, and apply this technique for automatic classification of musical instruments in audio recordings. We compare the performance of our proposed method to a set of binary random ferns, using jazz recordings as input data. Our main result is obtaining much faster classification and higher F-score. We also achieve substantial reduction of the model size.

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