Stefan Uhlich

Principal Researcher, Sony AI

Joined

July 2019

Names

Stefan Uhlich

Emails

****@sony.com (Confirmed)

Personal Links

Google Scholar

DBLP

Career & Education History

Principal Researcher

Sony AI (sony.com)

2024 – Present

Principal Researcher

Sony Europe Ltd. (sony.com)

2011 – 2024

PhD student

Institute of Signal Processing and System Theory, University of Stuttgart (uni-stuttgart.de)

2007 – 2011

Advisors, Relations & Conflicts

PhD Advisor

Bin Yang

2007 – 2011

Expertise

Statistical signal processing

Analog circuit synthesis

AI for analog circuit design

Present

Publications

Music Foundation Model as Generic Booster for Music Downstream Tasks
Wei-Hsiang Liao, Yuhta Takida, Yukara Ikemiya, Zhi Zhong, Chieh-Hsin Lai, Giorgio Fabbro, Kazuki Shimada, Keisuke Toyama, Kin Wai Cheuk, Marco A. Martínez-Ramírez, Shusuke Takahashi, Stefan Uhlich, Taketo Akama, Woosung Choi, Yuichiro Koyama, Yuki Mitsufuji
- Accepted by TMLR
- Readers: Everyone
The Whole Is Greater than the Sum of Its Parts: Improving DNN-based Music Source Separation
Ryosuke Sawata, Naoya Takahashi, Stefan Uhlich, Shusuke Takahashi, Yuki Mitsufuji
- Published: 01 Jan 2023, Last Modified: 02 Jun 2023
- CoRR 2023
- Readers: Everyone
The Sound Demixing Challenge 2023 - Cinematic Demixing Track
Stefan Uhlich, Giorgio Fabbro, Masato Hirano, Shusuke Takahashi, Gordon Wichern, Jonathan Le Roux, Dipam Chakraborty, Sharada P. Mohanty, Kai Li, Yi Luo, Jianwei Yu, Rongzhi Gu, Roman A. Solovyev, Alexander L. Stempkovskiy, Tatiana Habruseva, Mikhail Sukhovei, Yuki Mitsufuji
- Published: 01 Jan 2023, Last Modified: 24 Sept 2023
- CoRR 2023
- Readers: Everyone
The Sound Demixing Challenge 2023 - Music Demixing Track
Giorgio Fabbro, Stefan Uhlich, Chieh-Hsin Lai, Woosung Choi, Marco A. Martínez Ramírez, Wei-Hsiang Liao, Igor Gadelha, Geraldo Ramos, Eddie Hsu, Hugo Rodrigues, Fabian-Robert Stöter, Alexandre Défossez, Yi Luo, Jianwei Yu, Dipam Chakraborty, Sharada P. Mohanty, Roman A. Solovyev, Alexander L. Stempkovskiy, Tatiana Habruseva, Nabarun Goswami et al. (7 additional authors not shown)
- Published: 01 Jan 2023, Last Modified: 24 Sept 2023
- CoRR 2023
- Readers: Everyone
Improving Self-Supervised Learning for Audio Representations by Feature Diversity and Decorrelation
Bac Nguyen, Stefan Uhlich, Fabien Cardinaux
- Published: 01 Jan 2023, Last Modified: 05 Nov 2023
- CoRR 2023
- Readers: Everyone
Music Source Separation With Deep Equilibrium Models
Yuichiro Koyama, Naoki Murata, Stefan Uhlich, Giorgio Fabbro, Shusuke Takahashi, Yuki Mitsufuji
- 2022 (modified: 15 Sept 2022)
- ICASSP 2022
- Readers: Everyone
Removing Distortion Effects in Music Using Deep Neural Networks
Johannes Imort, Giorgio Fabbro, Marco A. Martínez Ramírez, Stefan Uhlich, Yuichiro Koyama, Yuki Mitsufuji
- 2022 (modified: 15 Sept 2022)
- CoRR 2022
- Readers: Everyone
Automatic music mixing with deep learning and out-of-domain data
Marco A. Martínez Ramírez, Wei-Hsiang Liao, Giorgio Fabbro, Stefan Uhlich, Chihiro Nagashima, Yuki Mitsufuji
- 2022 (modified: 15 Sept 2022)
- CoRR 2022
- Readers: Everyone
Music Mixing Style Transfer: A Contrastive Learning Approach to Disentangle Audio Effects
Junghyun Koo, Marco A. Martínez Ramírez, Wei-Hsiang Liao, Stefan Uhlich, Kyogu Lee, Yuki Mitsufuji
- 2022 (modified: 22 Jan 2023)
- CoRR 2022
- Readers: Everyone
A Statistical Model for Predicting Generalization in Few-Shot Classification
Yassir Bendou, Vincent Gripon, Bastien Pasdeloup, Lukas Mauch, Stefan Uhlich, Fabien Cardinaux, Ghouthi Boukli Hacene, Javier Alonso García
- Published: 01 Jan 2022, Last Modified: 08 May 2023
- CoRR 2022
- Readers: Everyone

View all 46 publications

Co-Authors

View all 87 co-authors