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METHOD AND APPARATUS FOR DETECTING SOUND EVENT CONSIDERING THE CHARACTERISTICS OF EACH SOUND EVENT

机译:考虑到每个声音事件的特征的声音事件的检测方法和装置

摘要

A sound event detection method includes receiving a sound signal and determining and outputting whether a sound event is present in the sound signal by applying a trained neural network to the received sound signal, and performing post-processing of the output to reduce an error in the determination, wherein the neural network is trained to early stop at an optimal epoch based on a different threshold for each of at least one sound event present in a pre-processed sound signal. That is, the sound event detection method may detect an optimal epoch to stop training by applying different characteristics for respective sound events and improve the sound event detection performance based on the optimal epoch.
机译:声音事件检测方法包括:接收声音信号;通过将经训练的神经网络应用于接收到的声音信号,确定并输出声音事件是否存在于声音信号中;对输出进行后处理以减少声音信号中的错误。确定,其中基于针对预处理声音信号中存在的至少一个声音事件中的每个声音事件的不同阈值,将神经网络训练为尽早停止在最佳时期。即,声音事件检测方法可以通过针对各个声音事件应用不同的特征来检测最佳时期以停止训练,并且基于最佳时期来改善声音事件检测性能。

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