Disputation von Julius Richter am 12.09.2025, 15:00 Uhr
12. September 2025, von Reinhard Zierke
Einladung zur hochschulöffentlichen Disputation im Rahmen des Promotionsverfahrens von Julius Richter
Titel der Dissertation: Generative Speech Enhancement in Multimodal Applications
Reliable speech communication is often hindered by background noise, reverberation, or other signal degradations. While deep learning has advanced speech enhancement, achieving robustness and generalization remains an open challenge. This thesis investigates generative approaches to speech enhancement in both unsupervised and supervised settings. We develop probabilistic models combining Bayesian inference with deep generative networks, introduce diffusion-based methods for restoring speech under diverse distortions, and propose audio-visual frameworks for more robust speech enhancement. Finally, we benchmark these methods against predictive approaches using a new high-quality speech corpus.
The presentation will be given in English.
Datum und Uhrzeit: Freitag, 12. September 2025 um 15:00 Uhr
Ort: Informatikum, Raum G-021/022 und per Videokonferenz
Betreuer: Prof. Dr. Timo Gerkmann
Prof. Dr. Matthias Rarey
Vorsitzender des Fachpromotionsausschusses Informatik