Learning sparse dictionaries for music and speech classification

Conference/Journal
IEEE
Authors
M Srinivas Debaditya Roy C. Krishna Mohan
BibTex
Abstract
Abstract: The field of music and speech classification is quite mature with researchers having settled on the approximate best discriminative representation. In this regard, Zubair et al. showed the use of sparse coefficients along with SVM to classify audio signals as music or speech to get a near-perfect classification. In the proposed method, we go one step further, instead of using the sparse coefficients with another classifier they are directly used in a dictionary which is learned using on-line dictionary learning for music-speech ...