Deep Xi Training Set

The clean-speech and noise recordings used to train Deep Xi (https://github.com/anicolson/DeepXi). A validation set is also included. Clean speech:The clean-speech recordings are from the test-clean-100 set of Librispeech (http://www.openslr.org/12/) and from the CSTR VCTK corpus (https://homepages.inf.ed.ac.uk/jyamagis/page3/page58/page58.html) (the recordings from speakers p232 and p257 are excluded as they are used in the test set of the DEMAND Voicebank dataset (http://ssw9.talp.cat/papers/ssw9_PS2-4_Valentini-Botinhao.pdf)). Noise:The noise recordings are from the Environmental Background Noise dataset (https://personal.utdallas.edu/~nxk019000/VAD-dataset/), the Nonspeech dataset (http://web.cse.ohio-state.edu/pnl/corpus/HuNonspeech/HuCorpus.html), the QUT-NOISE dataset (https://research.qut.edu.au/saivt/databases/qut-noise-databases-and-protocols/), multiple Freesound packs (https://freesound.org/), the noise set of the MUSAN corpus (https://www.openslr.org/17/), the RSG-10 noise database (http://www.steeneken.nl/wp-content/uploads/2014/04/RSG-10_Noise-data-base.pdf) (voice babble, F16, and factory (welding) are excluded as they are used in the Deep Xi Test Set and the Test Set From 10.1016/J.SPECOM.2019.06.002) and the Urban Sound dataset (http://www.justinsalamon.com/uploads/4/3/9/4/4394963/salamon_urbansound_acmmm14.pdf) (street music no. 26,270 is excluded as it is used in the Deep Xi Test Set and the Test Set From 10.1016/J.SPECOM.2019.06.002). Note that the clean-speech and noise recordings used for this training set are separate from those used in the following test sets: Deep Xi Test Set, the Test Set From 10.1016/J.SPECOM.2019.06.002, and the DEMAND Voicebank test set (http://ssw9.talp.cat/papers/ssw9_PS2-4_Valentini-Botinhao.pdf).

本数据集包含用于训练Deep Xi（https://github.com/anicolson/DeepXi）的纯净语音与噪声录音，同时附带验证集。纯净语音：本数据集的纯净语音录音来源于Librispeech（http://www.openslr.org/12/）的test-clean-100子集，以及CSTR VCTK语料库（https://homepages.inf.ed.ac.uk/jyamagis/page3/page58/page58.html），其中排除了编号为p232与p257的说话人录音，因该部分录音被用于DEMAND Voicebank数据集（http://ssw9.talp.cat/papers/ssw9_PS2-4_Valentini-Botinhao.pdf）的测试集。噪声：本数据集的噪声录音来源于环境背景噪声数据集（https://personal.utdallas.edu/~nxk019000/VAD-dataset/）、非语音语料库（http://web.cse.ohio-state.edu/pnl/corpus/HuNonspeech/HuCorpus.html）、QUT-NOISE数据集（https://research.qut.edu.au/saivt/databases/qut-noise-databases-and-protocols/）、多个Freesound素材包（https://freesound.org/）、MUSAN语料库的噪声子集（https://www.openslr.org/17/）、RSG-10噪声数据库（http://www.steeneken.nl/wp-content/uploads/2014/04/RSG-10_Noise-data-base.pdf），其中人声嘈杂、F16与工厂（焊接）噪声被排除，因该类噪声被用于Deep Xi测试集及10.1016/J.SPECOM.2019.06.002的测试集；此外城市声音数据集（http://www.justinsalamon.com/uploads/4/3/9/4/4394963/salamon_urbansound_acmmm14.pdf）中的编号26270的街头音乐录音被排除，因该录音被用于Deep Xi测试集及10.1016/J.SPECOM.2019.06.002的测试集。注意：本训练集所使用的纯净语音与噪声录音，与以下三类测试集所使用的录音相互独立：Deep Xi测试集、10.1016/J.SPECOM.2019.06.002的测试集，以及DEMAND Voicebank测试集（http://ssw9.talp.cat/papers/ssw9_PS2-4_Valentini-Botinhao.pdf）。