Deep Iterative Phase Retrieval for Ptychography. - Simon Welker; Tal Peer; Henry N. Chapman; Timo Gerkmann (ICASSP, 2022)

Speech Enhancement with Score-Based Generative Models in the Complex STFT Domain. - Simon Welker; Julius Richter; Timo Gerkmann (INTERSPEECH, 2022)

Beyond Griffin-LIM: Improved Iterative Phase Retrieval for Speech. - Tal Peer; Simon Welker; Timo Gerkmann (IWAENC, 2022)

DriftRec: Adapting diffusion models to blind image restoration tasks. - Simon Welker; Henry N. Chapman; Timo Gerkmann (CoRR, 2022)

CMInject: Python framework for the numerical simulation of nanoparticle injection pipelines. - Simon Welker; Muhamed Amin; Jochen Küpper (Comput. Phys. Commun., 2022)

Analysing Diffusion-based Generative Approaches Versus Discriminative Approaches for Speech Restoration. - Jean-Marie Lemercier; Julius Richter; Simon Welker; Timo Gerkmann (ICASSP, 2023)

DiffPhase: Generative Diffusion-Based STFT Phase Retrieval. - Tal Peer; Simon Welker; Timo Gerkmann (ICASSP, 2023)

Speech Signal Improvement Using Causal Generative Diffusion Models. - Julius Richter; Simon Welker; Jean-Marie Lemercier; Bunlong Lay; Tal Peer; Timo Gerkmann (ICASSP, 2023)

Reducing the Prior Mismatch of Stochastic Differential Equations for Diffusion-based Speech Enhancement. - Bunlong Lay; Simon Welker; Julius Richter; Timo Gerkmann (INTERSPEECH, 2023)

Diffusion Posterior Sampling for Informed Single-Channel Dereverberation. - Jean-Marie Lemercier; Simon Welker; Timo Gerkmann (WASPAA, 2023)

StoRM: A Diffusion-Based Stochastic Regeneration Model for Speech Enhancement and Dereverberation. - Jean-Marie Lemercier; Julius Richter; Simon Welker; Timo Gerkmann (IEEE ACM Trans. Audio Speech Lang. Process., 2023)

Speech Enhancement and Dereverberation With Diffusion-Based Generative Models. - Julius Richter; Simon Welker; Jean-Marie Lemercier; Bunlong Lay; Timo Gerkmann (IEEE ACM Trans. Audio Speech Lang. Process., 2023)

A Flexible Online Framework for Projection-Based Stft Phase Retrieval. - Tal Peer; Simon Welker; Johannes Kolhoff; Timo Gerkmann (ICASSP, 2024)

EMOCONV-Diff: Diffusion-Based Speech Emotion Conversion for Non-Parallel and in-the-Wild Data. - Navin Raj Prabhu; Bunlong Lay; Simon Welker; Nale Lehmann-Willenbrock; Timo Gerkmann (ICASSP, 2024)

Live Iterative Ptychography with Projection-Based Algorithms. - Simon Welker; Tal Peer; Henry N. Chapman; Timo Gerkmann (ICASSP, 2024)

The PESQetarian: On the Relevance of Goodhart's Law for Speech Enhancement. - Danilo de Oliveira; Simon Welker; Julius Richter; Timo Gerkmann (INTERSPEECH, 2024)

EARS: An Anechoic Fullband Speech Dataset Benchmarked for Speech Enhancement and Dereverberation. - Julius Richter; Yi-Chiao Wu; Steven Krenn; Simon Welker; Bunlong Lay; Shinji Watanabe 001; Alexander Richard; Timo Gerkmann (INTERSPEECH, 2024)

BUDDy: Single-Channel Blind Unsupervised Dereverberation with Diffusion Models. - Eloi Moliner; Jean-Marie Lemercier; Simon Welker; Timo Gerkmann; Vesa Välimäki (IWAENC, 2024)

Diffusion Models for Audio Restoration. - Jean-Marie Lemercier; Julius Richter; Simon Welker; Eloi Moliner; Vesa Välimäki; Timo Gerkmann (CoRR, 2024)

Unsupervised Blind Joint Dereverberation and Room Acoustics Estimation with Diffusion Models. - Jean-Marie Lemercier; Eloi Moliner; Simon Welker; Vesa Välimäki; Timo Gerkmann (CoRR, 2024)

Non-intrusive Speech Quality Assessment with Diffusion Models Trained on Clean Speech. - Danilo de Oliveira; Julius Richter; Jean-Marie Lemercier; Simon Welker; Timo Gerkmann (CoRR, 2024)

DriftRec: Adapting Diffusion Models to Blind JPEG Restoration. - Simon Welker; Henry N. Chapman; Timo Gerkmann (IEEE Trans. Image Process., 2024)

Diffusion Models for Audio Restoration: A review [Special Issue On Model-Based and Data-Driven Audio Signal Processing]. - Jean-Marie Lemercier; Julius Richter; Simon Welker; Eloi Moliner; Vesa Välimäki; Timo Gerkmann (IEEE Signal Process. Mag., 2024)

FlowDec: A flow-based full-band general audio codec with high perceptual quality. - Simon Welker; Matthew Le 001; Ricky T. Q. Chen; Wei-Ning Hsu; Timo Gerkmann; Alexander Richard; Yi-Chiao Wu (ICLR, 2025)