在线音乐表演跟踪使用并行动态时间翘曲

I-Chieh Wei, Li Su
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引用次数: 1

摘要

资源分配是实现可移植、低延迟和高效交互体验系统的关键问题。为了解决这个问题,我们提出了并行动态时间规整(PDTW),它利用现代多核系统上的多线程计算,用于在线音频到音频音乐对齐。我们还讨论了对延迟、对齐准确性和计算资源之间的权衡进行基准测试的评估方法。该系统利用多个DTW对准过程和并行计算技术,减少了处理时间,提高了对准精度和对速度变化的鲁棒性。对几个人工时间拉伸数据集的评估显示了系统在丰富的音乐会体验中的能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Online Music Performance Tracking Using Parallel Dynamic Time Warping
Resource allocation is a critical issue in the implementation of a portable, low-latency and efficient system for interactive experience. To address this, we propose the parallel dynamic time warping (PDTW), that utilizes multi-thread computation on a modern multi-core system, for online audio-to-audio music alignment. We also discuss the evaluation methodology that benchmarks the trade-offs among latency, accuracy of alignment, and computing resource. The proposed system utilizes multiple DTW alignment processes and parallel computing technique to reduce the processing time, as well as to improve both the alignment accuracy and robustness to tempo variation. Evaluation on several datasets with artificial time stretching exhibits the capacity of the system in enriched concert experience.
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