In this work, we introduce the Certus Caliber Classification Gunshot Dataset (C3GD), a publicly accessible data set developed for the analysis of firearm muzzle blast sounds. The dataset aims to provide a wide variety of firearms, calibers, cartridges, microphones, and microphone locations with metadata detailed beyond what is currently otherwise available. It comprises more than 8000 field-collected data points from 28 firearms across 16 calibers. Because data collection in the field is costly, much of the existing research has been done using gunshot audio collected from the internet, which increases the risk of low-quality data and label noise. This dataset is primarily focused on caliber classification, but can also be used for gunshot detection, audio separation, and audio signal processing, providing a diversified and real-world reference. The dataset aims to provide enough diversity to be able to generalize to more real-world applications while also providing enough metadata for detailed academic analysis.
翻译:本文介绍了Certus口径分类枪声数据集(C3GD),这是一个公开可访问的数据集,专为分析枪口爆炸声而开发。该数据集旨在提供涵盖多种枪支、口径、弹药、麦克风及麦克风位置的广泛样本,其元数据细节远超现有资源。数据集包含从16种口径的28支枪械中采集的8000多个实地数据点。由于实地数据采集成本高昂,现有研究多使用从互联网收集的枪声音频,这增加了低质量数据和标签噪声的风险。该数据集主要聚焦于口径分类,同时也可用于枪声检测、音频分离及音频信号处理,提供多样化且真实世界的参考。数据集旨在提供足够的多样性以泛化至更多实际应用场景,同时保留充足的元数据以支持详细的学术分析。