SPICE: Self-supervised Pitch Estimation

Gfeller Beat, Frank Christian,Roblek Dominik, Sharifi Matt,Tagliasacchi Marco, Velimirović Mihajlo

IEEE/ACM Transactions on Audio, Speech, and Language Processing(2020)

引用 82|浏览413
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摘要
We propose a model to estimate the fundamental frequency in monophonic audio, often referred to as pitch estimation. We acknowledge the fact that obtaining ground truth annotations at the required temporal and frequency resolution is a particularly daunting task. Therefore, we propose to adopt a self-supervised learning technique, which is able to estimate pitch without any form of supervision. Th...
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关键词
Estimation,Task analysis,Signal processing algorithms,Wavelet transforms,Frequency-domain analysis,Noise measurement
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