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

Autor:	Kursa, Miron B., Wieczorkowska, Alicja A.
Rok vydání:	2014
Předmět:	Computer Science - Learning Computer Science - Sound
Druh dokumentu:	Working Paper
Popis:	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.
Databáze:	arXiv
Externí odkaz:	http://arxiv.org/abs/1403.7746 Zobrazit plný text záznamu View this record from Arxiv