arXiv Open Access 2013

Deep Scattering Spectrum

Joakim Andén Stéphane Mallat

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Abstrak

A scattering transform defines a locally translation invariant representation which is stable to time-warping deformations. It extends MFCC representations by computing modulation spectrum coefficients of multiple orders, through cascades of wavelet convolutions and modulus operators. Second-order scattering coefficients characterize transient phenomena such as attacks and amplitude modulation. A frequency transposition invariant representation is obtained by applying a scattering transform along log-frequency. State-the-of-art classification results are obtained for musical genre and phone classification on GTZAN and TIMIT databases, respectively.

Topik & Kata Kunci

cs.SD cs.IT

Penulis (2)

Joakim Andén

Stéphane Mallat

Format Sitasi

APA MLA BibTeX

Andén, J., Mallat, S. (2013). Deep Scattering Spectrum. https://arxiv.org/abs/1304.6763

Akses Cepat

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Informasi Jurnal

Tahun Terbit: 2013
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓