no code implementations • Acta Acustica 2022 • Piotr Majdak, Clara Hollomey, Robert Baumgartner
The AMT aims for a consistent implementation of auditory models, well-structured in-code documentation, and inclusion of auditory data required to run the models.
no code implementations • 5 Jul 2021 • Alejandro Osses Vecchi, Léo Varnet, Laurel H. Carney, Torsten Dau, Ian C. Bruce, Sarah Verhulst, Piotr Majdak
A number of auditory models have been developed using diverging approaches, either physiological or perceptual, but they share comparable stages of signal processing, as they are inspired by the same constitutive parts of the auditory system.
1 code implementation • 9 Jun 2021 • Andrés Marafioti, Nicki Holighaus, Piotr Majdak
To address this, we studied the performance of three PR algorithms for various types of audio content and various STFT parameters such as redundancy, time-frequency ratio, and the type of window.
2 code implementations • 11 May 2020 • Andres Marafioti, Piotr Majdak, Nicki Holighaus, Nathanaël Perraudin
We introduce GACELA, a generative adversarial network (GAN) designed to restore missing musical audio data with a duration ranging between hundreds of milliseconds to a few seconds, i. e., to perform long-gap audio inpainting.
1 code implementation • 36th International Conference on Machine Learning 2019 • Andrés Marafioti, Nicki Holighaus, Nathanaël Perraudin, Piotr Majdak
We demonstrate the potential of deliberate generative TF modeling by training a generative adversarial network (GAN) on short-time Fourier features.
1 code implementation • 29 Oct 2018 • Andrés Marafioti, Nicki Holighaus, Piotr Majdak, Nathanaël Perraudin
We studied the ability of deep neural networks (DNNs) to restore missing audio content based on its context, a process usually referred to as audio inpainting.
no code implementations • 22 Jul 2016 • Nathanael Perraudin, Nicki Holighaus, Piotr Majdak, Peter Balazs
We present a novel method for the compensation of long duration data loss in audio signals, in particular music.