| Speech enhancement and dereverberation with diffusion-based generative models J Richter, S Welker, JM Lemercier, B Lay, T Gerkmann IEEE/ACM Transactions on Audio, Speech, and Language Processing 31, 2351-2364, 2023 | 183 | 2023 |
| Speech Enhancement with Score-Based Generative Models in the Complex STFT Domain S Welker, J Richter, T Gerkmann Interspeech 2022, 23rd Annual Conference of the International Speech …, 2022 | 103 | 2022 |
| StoRM: A diffusion-based stochastic regeneration model for speech enhancement and dereverberation JM Lemercier, J Richter, S Welker, T Gerkmann IEEE/ACM Transactions on Audio, Speech, and Language Processing 31, 2724-2737, 2023 | 80 | 2023 |
| Analysing diffusion-based generative approaches versus discriminative approaches for speech restoration JM Lemercier, J Richter, S Welker, T Gerkmann ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023 | 35 | 2023 |
| Reducing the Prior Mismatch of Stochastic Differential Equations for Diffusion-based Speech Enhancement B Lay, S Welker, J Richter, T Gerkmann arXiv preprint arXiv:2302.14748, 2023 | 21 | 2023 |
| EARS: An Anechoic Fullband Speech Dataset Benchmarked for Speech Enhancement and Dereverberation J Richter, YC Wu, S Krenn, S Welker, B Lay, S Watanabe, A Richard, ... arXiv preprint arXiv:2406.06185, 2024 | 13 | 2024 |
| Beyond Griffin-Lim: Improved Iterative Phase Retrieval for Speech T Peer, S Welker, T Gerkmann 17th International Workshop on Acoustic Signal Enhancement, IWAENC 2022, 1-5, 2022 | 13 | 2022 |
| Diffusion Models for Audio Restoration: A review [Special Issue On Model-Based and Data-Driven Audio Signal Processing] JM Lemercier, J Richter, S Welker, E Moliner, V Välimäki, T Gerkmann IEEE Signal Processing Magazine 41 (6), 72-84, 2025 | 12 | 2025 |
| Driftrec: Adapting diffusion models to blind image restoration tasks S Welker, HN Chapman, T Gerkmann arXiv preprint arXiv:2211.06757 2, 2022 | 12 | 2022 |
| DiffPhase: Generative Diffusion-Based STFT Phase Retrieval T Peer, S Welker, T Gerkmann ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023 | 11 | 2023 |
| The PESQetarian: On the Relevance of Goodhart's Law for Speech Enhancement D de Oliveira, S Welker, J Richter, T Gerkmann arXiv preprint arXiv:2406.03460, 2024 | 9 | 2024 |
| DriftRec: Adapting diffusion models to blind JPEG restoration S Welker, HN Chapman, T Gerkmann IEEE Transactions on Image Processing, 2024 | 9 | 2024 |
| Causal Diffusion Models for Generalized Speech Enhancement J Richter, S Welker, JM Lemercier, B Lay, T Peer, T Gerkmann IEEE Open Journal of Signal Processing, 2024 | 8 | 2024 |
| BUDDy: Single-channel blind unsupervised dereverberation with diffusion models E Moliner, JM Lemercier, S Welker, T Gerkmann, V Välimäki 2024 18th International Workshop on Acoustic Signal Enhancement (IWAENC …, 2024 | 7 | 2024 |
| Diffusion posterior sampling for informed single-channel dereverberation JM Lemercier, S Welker, T Gerkmann 2023 IEEE Workshop on Applications of Signal Processing to Audio and …, 2023 | 6 | 2023 |
| Deep Iterative Phase Retrieval for Ptychography S Welker, T Peer, HN Chapman, T Gerkmann ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022 | 6 | 2022 |
| EMOCONV-Diff: Diffusion-Based Speech Emotion Conversion for Non-Parallel and in-the-Wild Data NR Prabhu, B Lay, S Welker, N Lehmann-Willenbrock, T Gerkmann ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …, 2024 | 5 | 2024 |
| Speech Signal Improvement Using Causal Generative Diffusion Models J Richter, S Welker, JM Lemercier, B Lay, T Peer, T Gerkmann ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023 | 5 | 2023 |
| CMInject: Python framework for the numerical simulation of nanoparticle injection pipelines S Welker, M Amin, J Küpper Computer Physics Communications 270, 108138, 2022 | 5 | 2022 |
| Unsupervised Blind Joint Dereverberation and Room Acoustics Estimation with Diffusion Models JM Lemercier, E Moliner, S Welker, V Välimäki, T Gerkmann arXiv preprint arXiv:2408.07472, 2024 | 3 | 2024 |
Timo GerkmannSignal Processing, Computer Science Department, Universität Hamburg, Germanyכתובת אימייל מאומתת בדומיין uni-hamburg.de