Heidelberg Spiking Datasets

The Heidelberg Spiking Datasets comprise two spike-based classification datasets: The Spiking Heidelberg Digits (SHD) dataset and the Spiking Speech Command (SSC) dataset. The latter is derived from Pete Warden's Speech Commands dataset (https://arxiv.org/abs/1804.03209), whereas the former is based on a spoken digit dataset recorded in-house and included in this repository. Both datasets were generated by applying a detailed inner ear model to audio recordings. We distribute the input spikes and target labels in HDF5 format. SHD as well as SSC are released under the Creative Commons Attribution 4.0 International License.海德堡脉冲数据集（Heidelberg Spiking Datasets）包含两类基于脉冲的分类数据集：海德堡脉冲数字（Spiking Heidelberg Digits, SHD）数据集与脉冲语音指令（Spiking Speech Command, SSC）数据集。其中后者源自皮特·沃登（Pete Warden）的语音指令（Speech Commands）数据集（链接：https://arxiv.org/abs/1804.03209），前者则基于本仓库收录的内部录制口语数字数据集。两类数据集均通过将精细化内耳模型应用于音频录音生成。本数据集以HDF5格式提供输入脉冲序列与目标标签。SHD与SSC均采用知识共享署名4.0国际许可协议（Creative Commons Attribution 4.0 International License）进行发布。

搜集汇总

背景与挑战

背景概述

Heidelberg Spiking Datasets是一个包含两个脉冲分类数据集的集合：Spiking Heidelberg Digits (SHD) 和 Spiking Speech Commands (SSC)。SHD基于内部录制的语音数字数据，SSC源自公开的语音命令数据集，两者均通过内耳模型处理音频生成脉冲数据，并以HDF5格式提供，采用CC BY 4.0开源许可证。