回顾30年声源分离研究进展与未来挑战
30+ Years of Source Separation Research: Achievements and Future Challenges
- 梳理1990年代至今语音、音频、音乐分离的核心方法
- 总结关键评测挑战、数据集与性能指标体系
- 适合语音处理与音频信号分析方向的研究者参考
声源分离（SS）是20世纪90年代中期兴起的研究领域，此后持续发展。为纪念ICASSP成立50周年，本文回顾过去三十年在语音、音频和音乐声源分离领域的重大贡献与进展。涵盖单通道与多通道分离方法，并回顾推动该领域科学评估文化的关键努力，包括各类挑战赛、性能度量标准及数据集建设。最后，展望当前趋势与未来研究方向。
原文摘要 · Abstract (English)
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.
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