Improving mix-and-separate training in audio-visual sound source separation with an object prior. - Quan Nguyen; Julius Richter; Mikko Lauri; Timo Gerkmann; Simone Frintrop (ICPR, 2020)

Speech Enhancement with Stochastic Temporal Convolutional Networks. - Julius Richter; Guillaume Carbajal; Timo Gerkmann (INTERSPEECH, 2020)

Guided Variational Autoencoder for Speech Enhancement with a Supervised Classifier. - Guillaume Carbajal; Julius Richter; Timo Gerkmann (ICASSP, 2021)

Disentanglement Learning for Variational Autoencoders Applied to Audio-Visual Speech Enhancement. - Guillaume Carbajal; Julius Richter; Timo Gerkmann (WASPAA, 2021)

Continuous Phoneme Recognition based on Audio-Visual Modality Fusion. - Julius Richter; Jeanine Liebold; Timo Gerkmann (IJCNN, 2022)

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

Analysing Diffusion-based Generative Approaches Versus Discriminative Approaches for Speech Restoration. - Jean-Marie Lemercier; Julius Richter; 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)

Audio-Visual Speech Separation in Noisy Environments with a Lightweight Iterative Model. - Héctor Martel; Julius Richter; Kai Li 047; Xiaolin Hu 001; Timo Gerkmann (INTERSPEECH, 2023)

Audio-Visual Speech Enhancement with Score-Based Generative Models. - Julius Richter; Simone Frintrop; Timo Gerkmann (CoRR, 2023)

On the Behavior of Intrusive and Non-intrusive Speech Enhancement Metrics in Predictive and Generative Settings. - Danilo de Oliveira; Julius Richter; Jean-Marie Lemercier; Tal Peer; Timo Gerkmann (CoRR, 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)

Single and Few-Step Diffusion for Generative Speech Enhancement. - Bunlong Lay; Jean-Marie Lemercier; Julius Richter; 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)

Diffusion Models for Audio Restoration. - Jean-Marie Lemercier; Julius Richter; Simon Welker; Eloi Moliner; 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)

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)

Investigating Training Objectives for Generative Speech Enhancement. - Julius Richter; Danilo de Oliveira; Timo Gerkmann (ICASSP, 2025)

Normalize Everything: A Preconditioned Magnitude-Preserving Architecture for Diffusion-Based Speech Enhancement. - Julius Richter; Danilo de Oliveira; Timo Gerkmann (CoRR, 2025)

LipDiffuser: Lip-to-Speech Generation with Conditional Diffusion Models. - Danilo de Oliveira; Julius Richter; Tal Peer; Timo Gerkmann (CoRR, 2025)

ReverbFX: A Dataset of Room Impulse Responses Derived from Reverb Effect Plugins for Singing Voice Dereverberation. - Julius Richter; Till Svajda; Timo Gerkmann (CoRR, 2025)