Plug-and-play audio restoration with diffusion denoiser

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F24%3APU151725" target="_blank" >RIV/00216305:26220/24:PU151725 - isvavai.cz</a>
Result on the web
<a href="https://ieeexplore.ieee.org/document/10694642" target="_blank" >https://ieeexplore.ieee.org/document/10694642</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/IWAENC61483.2024.10694642" target="_blank" >10.1109/IWAENC61483.2024.10694642</a>

Result language
angličtina
Original language name
Plug-and-play audio restoration with diffusion denoiser
Original language description
There have been a plethora of methods developed to tackle diverse audio reconstruction problems. Recently, deep generative models have affected this field strongly, some of them allowing to solve multiple problems with only a minimal need for adaptation. However, long inference times still represent a barrier to their real-world deployment. We propose a plug-and-play approach to audio reconstruction enabling a shorter duration of signal generation. We present our approach on a number of inverse problems, all evaluated on a piano sound dataset. Subjectively, the proposed strategy performs competitively with recent methods, however, this is rarely reflected by objective metrics.
Czech name
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Czech description
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Project
<a href="/en/project/GA23-07294S" target="_blank" >GA23-07294S: From perceptron to perception: psychoacoustically motivated audio reconstruction using learned components</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year
2024
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
2024 18th International Workshop on Acoustic Signal Enhancement (IWAENC)
ISBN
979-8-3503-6185-8
ISSN
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e-ISSN
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Number of pages
5
Pages from-to
115-119
Publisher name
IEEE
Place of publication
Aalborg, Denmark
Event location
Aalborg
Event date
Sep 9, 2024
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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