Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3

June 15, 2023 ยท Entered Twilight ยท ๐Ÿ› arXiv.org

๐Ÿ’ค TWILIGHT: Eternal Rest
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Repo contents: LICENSE, README.md, my_submission, requirements.txt

Authors Minseok Kim, Jun Hyung Lee, Soonyoung Jung arXiv ID 2306.09382 Category cs.SD: Sound Cross-listed cs.LG, cs.MM, eess.AS Citations 9 Venue arXiv.org Repository https://github.com/kuielab/sdx23 โญ 94 Last Checked 2 months ago
Abstract
In this report, we present our award-winning solutions for the Music Demixing Track of Sound Demixing Challenge 2023. First, we propose TFC-TDF-UNet v3, a time-efficient music source separation model that achieves state-of-the-art results on the MUSDB benchmark. We then give full details regarding our solutions for each Leaderboard, including a loss masking approach for noise-robust training. Code for reproducing model training and final submissions is available at github.com/kuielab/sdx23.
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