7 papers at ICASSP 2023

12 July 2023, by Timo Gerkmann

Photo: Timo Gerkmann

It had been a super nice 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) in Rhodes. We really enjoyed exchanging ideas with our peers. There are so many exciting things discussed in the community atm (diffusion, self-supervised, metrics, ...). Very much looking forward for the next events to come!

We have been presenting the following 7 papers:

• Kristina Tesch, Timo Gerkmann, "Spatially Selective Deep Non-linear Filters for Speaker Extraction", IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP), Rhodes Island, Greece, Jun 2023. [arxiv]
• Tal Peer, Simon Welker, Timo Gerkmann, "DiffPhase: Generative Diffusion-based STFT Phase Retrieval", IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP), Rhodes Island, Greece, Jun 2023. [arxiv]
• Jean-Marie Lemercier, Julius Richter, Simon Welker, Timo Gerkmann, "Analysing Diffusion-based Generative Approaches versus Discriminative Approaches for Speech Restoration", IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP), Rhodes Island, Greece, Jun 2023. [arxiv]
• Huajian Fang, Niklas Wittmer, Johannes Twiefel, Stefan Wermter, Timo Gerkmann, "Partially Adaptive Multichannel Joint Reduction of Ego-noise and Environmental Noise", IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP), Rhodes Island, Greece, Jun 2023. [arxiv]
• Huajian Fang, Timo Gerkmann, "Uncertainty Estimation in Deep Speech Enhancement Using Complex Gaussian Mixture Models", IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP), Rhodes Island, Greece, Jun 2023. [arxiv]

Furthermore, we were ranked top 5 in the ICASSP 2023 Speech Signal Improvement Challenge. Our contribution will be presented in the paper

• Julius Richter, Simon Welker, Jean-Marie Lemercier, Bunlong Lay, Tal Peer, Timo Gerkmann, "Speech Signal Improvement Using Causal Generative Diffusion Models", IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP), Rhodes Island, Greece, Jun 2023. [arxiv]

Finally, we will be presenting our recent TASL Journal paper

• Kristina Tesch, Timo Gerkmann, "Insights into Deep Non-linear Filters for Improved Multi-channel Speech Enhancement", IEEE/ACM Trans. Audio, Speech, Language Proc., Vol. 31, pp. 563-575, 2023. [doi][arxiv][audio]