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20172023
most citedSpeech Enhancement and Dereverberation with Diffusion-based Generative Models

257 citations · 969 across the 53 of their papers we have counts for

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Showing 2023Show all

18 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

Distilling HuBERT with LSTMs via Decoupled Knowledge Distillation

Danilo de Oliveira, Timo Gerkmann

Much research effort is being applied to the task of compressing the knowledge of self-supervised models, which are powerful, yet large and memory consuming. In this work, we show…

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

Single and Few-step Diffusion for Generative Speech Enhancement

Bunlong Lay, Jean-Marie Lemercier, Julius Richter +1

Diffusion models have shown promising results in speech enhancement, using a task-adapted diffusion process for the conditional generation of clean speech given a noisy mixture. Ho…

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…