迪斯科:一个深度学习组合,用于对声信号的不确定性感知细分
Thomas Colligan1,2, Kayla Irish2,3, Douglas J Emlen4
1College of Pharmacy, University of Arizona, Tucson, AZ, United States of America.
PloS one
|July 26, 2023
概括
我们开发了DISCO,这是一款用于自动标记动物声音的软件. 该工具通过提供准确和可重复的声音事件识别来增强动物沟通和行为的分析.
科学领域:
- 生物声学是一种生物声学.
- 计算生物学 计算生物学
- 动物行为 动物行为
背景情况:
- 分析动物声音对于理解沟通,行为和生物多样性至关重要.
- 手动标记动物声音记录是耗时的,容易出现不一致的情况.
- 自动化方法可以显著提高生物声学分析的效率和可重复性.
研究的目的:
- 介绍DISCO,一种用于自动标记动物声音事件的新型软件包.
- 用现实世界的数据集来证明DISCO的实用性和性能.
- 为研究人员提供一个可访问和准确的工具,用于生物声学数据分析.
主要方法:
- 迪斯科利用先进的算法精确识别和分类声音事件.
- 该软件包括一个用户友好的界面用于培训数据准备.
- 信任度估计是为了确保生成的标签的可靠性而计算的.
主要成果:
- 迪斯科在标记动物声音事件方面实现了高精度和准确性.
- 该软件在各种数据集上表现出有效性,包括甲虫求爱电话和鱼歌曲.
- 迪斯科为其预测提供了合理的信心估计.
结论:
- 迪斯科提供了一种强大而高效的解决方案,用于自动化动物声音标签.
- 该软件降低了生物声学研究的进入壁垒,促进了更广泛的采用.
- 迪斯科提高了动物通信研究分析的吞吐量和可重复性.
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