MIMII-DG

该数据集名为MIMII-DG，包含了在不同工作条件下记录的各种机器声音，用于训练和评估异常检测模型。数据集还包括了与操作和环境条件相关的元数据，录音为单声道，时长约10秒，采样率为16千赫兹。规模上，该数据集总共包含35,146个训练样本和8,787个评估样本，涵盖了五种不同类型的机器录音。其核心任务是进行异常检测。

This dataset, named MIMII-DG, contains various machine sounds recorded under different operating conditions for training and evaluating anomaly detection models. It also includes metadata associated with operational and environmental conditions. The audio recordings are monaural, with a duration of approximately 10 seconds and a sampling rate of 16 kHz. In terms of scale, the dataset comprises a total of 35,146 training samples and 8,787 evaluation samples, covering recordings from five distinct types of machines. The core task of this dataset is anomaly detection.

搜集汇总

背景与挑战

背景概述

MIMII-DG是一个工业设备异常声音数据集，包含多种设备类型在不同操作条件下的异常声音样本，适用于异常检测和故障诊断研究。