Search Results for author: Dimitrios Bralios

Found 4 papers, 2 papers with code

Generation or Replication: Auscultating Audio Latent Diffusion Models

no code implementations16 Oct 2023 Dimitrios Bralios, Gordon Wichern, François G. Germain, Zexu Pan, Sameer Khurana, Chiori Hori, Jonathan Le Roux

The introduction of audio latent diffusion models possessing the ability to generate realistic sound clips on demand from a text description has the potential to revolutionize how we work with audio.

AudioCaps Memorization +1

Complete and separate: Conditional separation with missing target source attribute completion

no code implementations27 Jul 2023 Dimitrios Bralios, Efthymios Tzinis, Paris Smaragdis

Recent approaches in source separation leverage semantic information about their input mixtures and constituent sources that when used in conditional separation models can achieve impressive performance.

Attribute

Latent Iterative Refinement for Modular Source Separation

1 code implementation22 Nov 2022 Dimitrios Bralios, Efthymios Tzinis, Gordon Wichern, Paris Smaragdis, Jonathan Le Roux

During inference, we can dynamically adjust how many processing blocks and iterations of a specific block an input signal needs using a gating module.

Unified Gradient Reweighting for Model Biasing with Applications to Source Separation

1 code implementation25 Oct 2020 Efthymios Tzinis, Dimitrios Bralios, Paris Smaragdis

In this paper, we propose a simple, unified gradient reweighting scheme, with a lightweight modification to bias the learning process of a model and steer it towards a certain distribution of results.

Audio Source Separation

Cannot find the paper you are looking for? You can Submit a new open access paper.