30+ Years of Source Separation Research: Achievements and Future Challenges
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arXiv
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| Format: | Preprint |
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2025
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| author | Araki, Shoko Ito, Nobutaka Haeb-Umbach, Reinhold Wichern, Gordon Wang, Zhong-Qiu Mitsufuji, Yuki |
| author_facet | Araki, Shoko Ito, Nobutaka Haeb-Umbach, Reinhold Wichern, Gordon Wang, Zhong-Qiu Mitsufuji, Yuki |
| contents | Source separation (SS) of acoustic signals is a research field that emerged in the mid-1990s and has flourished ever since. On the occasion of ICASSP's 50th anniversary, we review the major contributions and advancements in the past three decades in the speech, audio, and music SS research field. We will cover both single- and multi-channel SS approaches. We will also look back on key efforts to foster a culture of scientific evaluation in the research field, including challenges, performance metrics, and datasets. We will conclude by discussing current trends and future research directions. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2501_11837 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | 30+ Years of Source Separation Research: Achievements and Future Challenges Araki, Shoko Ito, Nobutaka Haeb-Umbach, Reinhold Wichern, Gordon Wang, Zhong-Qiu Mitsufuji, Yuki Audio and Speech Processing Sound Signal Processing Source separation (SS) of acoustic signals is a research field that emerged in the mid-1990s and has flourished ever since. On the occasion of ICASSP's 50th anniversary, we review the major contributions and advancements in the past three decades in the speech, audio, and music SS research field. We will cover both single- and multi-channel SS approaches. We will also look back on key efforts to foster a culture of scientific evaluation in the research field, including challenges, performance metrics, and datasets. We will conclude by discussing current trends and future research directions. |
| title | 30+ Years of Source Separation Research: Achievements and Future Challenges |
| topic | Audio and Speech Processing Sound Signal Processing |
| url | https://arxiv.org/abs/2501.11837 |