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20222026
most citedSpeech Enhancement and Dereverberation with Diffusion-based Generative Models

257 citations · 441 across the 24 of their papers we have counts for

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Showing 2023Show all

6 papers · 1 filter

eess.IV2023

Live Iterative Ptychography with projection-based algorithms

Simon Welker, Tal Peer, Henry N. Chapman +1

In this work, we demonstrate that the ptychographic phase problem can be solved in a live fashion during scanning, while data is still being collected. We propose a generally appli…

eess.AS2023

A Flexible Online Framework for Projection-Based STFT Phase Retrieval

Tal Peer, Simon Welker, Johannes Kolhoff +1

Several recent contributions in the field of iterative STFT phase retrieval have demonstrated that the performance of the classical Griffin-Lim method can be considerably improved…

eess.AS2023

EMOCONV-DIFF: Diffusion-based Speech Emotion Conversion for Non-parallel and In-the-wild Data

Navin Raj Prabhu, Bunlong Lay, Simon Welker +2

Speech emotion conversion is the task of converting the expressed emotion of a spoken utterance to a target emotion while preserving the lexical content and speaker identity. While…

eess.AS2023

Diffusion Posterior Sampling for Informed Single-Channel Dereverberation

Jean-Marie Lemercier, Simon Welker, Timo Gerkmann

We present in this paper an informed single-channel dereverberation method based on conditional generation with diffusion models. With knowledge of the room impulse response, the a…

eess.AS2023

Speech Signal Improvement Using Causal Generative Diffusion Models

Julius Richter, Simon Welker, Jean-Marie Lemercier +3

In this paper, we present a causal speech signal improvement system that is designed to handle different types of distortions. The method is based on a generative diffusion model w…

eess.AS2023

Reducing the Prior Mismatch of Stochastic Differential Equations for Diffusion-based Speech Enhancement

Bunlong Lay, Simon Welker, Julius Richter +1

Recently, score-based generative models have been successfully employed for the task of speech enhancement. A stochastic differential equation is used to model the iterative forwar…