Audio restoration from multiple copies

Sprechmann P, Bronstein AM, Morel J-M, Sapiro G. 2013. Audio restoration from multiple copies. 2013 IEEE International Conference on Acoustics, Speech and Signal Processing. 38th IEEE International Conference on Acoustics, Speech, and Signal Processing, 6637774.

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Conference Paper | Published | English

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Author
Sprechmann, Pablo; Bronstein, Alex M.ISTA ; Morel, Jean-Michel; Sapiro, Guillermo
Abstract
A method for removing impulse noise from audio signals by fusing multiple copies of the same recording is introduced in this paper. The proposed algorithm exploits the fact that while in general multiple copies of a given recording are available, all sharing the same master, most degradations in audio signals are record-dependent. Our method first seeks for the optimal non-rigid alignment of the signals that is robust to the presence of sparse outliers with arbitrary magnitude. Unlike previous approaches, we simultaneously find the optimal alignment of the signals and impulsive degradation. This is obtained via continuous dynamic time warping computed solving an Eikonal equation. We propose to use our approach in the derivative domain, reconstructing the signal by solving an inverse problem that resembles the Poisson image editing technique. The proposed framework is here illustrated and tested in the restoration of old gramophone recordings showing promising results; however, it can be used in other applications where different copies of the signal of interest are available and the degradations are copy-dependent.
Publishing Year
Date Published
2013-10-21
Proceedings Title
2013 IEEE International Conference on Acoustics, Speech and Signal Processing
Publisher
IEEE
Article Number
6637774
Conference
38th IEEE International Conference on Acoustics, Speech, and Signal Processing
Conference Location
Vancouver, BC, Canada
Conference Date
2013-05-26 – 2013-05-31
eISSN
IST-REx-ID

Cite this

Sprechmann P, Bronstein AM, Morel J-M, Sapiro G. Audio restoration from multiple copies. In: 2013 IEEE International Conference on Acoustics, Speech and Signal Processing. IEEE; 2013. doi:10.1109/icassp.2013.6637774
Sprechmann, P., Bronstein, A. M., Morel, J.-M., & Sapiro, G. (2013). Audio restoration from multiple copies. In 2013 IEEE International Conference on Acoustics, Speech and Signal Processing. Vancouver, BC, Canada: IEEE. https://doi.org/10.1109/icassp.2013.6637774
Sprechmann, Pablo, Alex M. Bronstein, Jean-Michel Morel, and Guillermo Sapiro. “Audio Restoration from Multiple Copies.” In 2013 IEEE International Conference on Acoustics, Speech and Signal Processing. IEEE, 2013. https://doi.org/10.1109/icassp.2013.6637774.
P. Sprechmann, A. M. Bronstein, J.-M. Morel, and G. Sapiro, “Audio restoration from multiple copies,” in 2013 IEEE International Conference on Acoustics, Speech and Signal Processing, Vancouver, BC, Canada, 2013.
Sprechmann P, Bronstein AM, Morel J-M, Sapiro G. 2013. Audio restoration from multiple copies. 2013 IEEE International Conference on Acoustics, Speech and Signal Processing. 38th IEEE International Conference on Acoustics, Speech, and Signal Processing, 6637774.
Sprechmann, Pablo, et al. “Audio Restoration from Multiple Copies.” 2013 IEEE International Conference on Acoustics, Speech and Signal Processing, 6637774, IEEE, 2013, doi:10.1109/icassp.2013.6637774.

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