音频信号稀疏表示的听觉掩模局部竞争算法集成

C. Srinivasa, R. Pichevar, Hossein Najaf-Zadeh, M. Bouchard
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引用次数: 0

摘要

通过将掩蔽模型集成到局部竞争算法中,研究了在获取音频信号稀疏表示时听觉掩蔽的影响。掩蔽模型同时考虑了时域和频域掩蔽效应。针对不同类型的声音文件,与原有的局部竞争算法进行了性能验证。结果表明,该算法在保持重构信号广播质量的前提下,允许输入信号与其重构信号之间存在较大的残差。它通过形成残差从而使这个较大的误差听不见。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Integration of auditory masks into a Locally Competitive Algorithm for sparse representations of audio signals
The impact of auditory masking when obtaining sparse representations for audio signals is investigated by integrating a masking model into a Locally Competitive Algorithm. The masking model considers both temporal and frequency domain masking effects. The performance of the new algorithm is verified against the original Locally Competitive Algorithm for different types of sound files. Results show that the new algorithm allows for larger residual error between an input signal and its reconstructed version while maintaining the broadcast quality of the reconstructed version. It does so by shaping the residual error such that this larger error is inaudible.
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