Voices Obscured in Complex Environmental Settings (VOiCES) Corpus

Colleen Richey, Maria A. Barrios, Zeb Armstrong, Chris Bartels, Horacio Franco, Martin Graciarena, Aaron Lawson, Mahesh Kumar Nandwana, Allen Stauffer, Julien van Hout, Paul Gamble, Jeffrey Hetherly, Cory Stephenson, Karl Ni

This paper introduces the Voices Obscured In Complex Environmental Settings (VOiCES) corpus, a freely available dataset under Creative Commons BY 4.0. This dataset will promote speech and signal processing research of speech recorded by far-field microphones in noisy room conditions. Publicly available speech corpora are mostly composed of isolated speech at close-range microphony. A typical approach to better represent realistic scenarios, is to convolve clean speech with noise and simulated room response for model training. Despite these efforts, model performance degrades when tested against uncurated speech in natural conditions. For this corpus, audio was recorded in furnished rooms with background noise played in conjunction with foreground speech selected from the LibriSpeech corpus. Multiple sessions were recorded in each room to accommodate for all foreground speech-background noise combinations. Audio was recorded using twelve microphones placed throughout the room, resulting in 120 hours of audio per microphone. This work is a multi-organizational effort led by SRI International and Lab41 with the intent to push forward state-of-the-art distant microphone approaches in signal processing and speech recognition.

 DOI: 10.21437/Interspeech.2018-1454

Cite as: Richey, C., Barrios, M.A., Armstrong, Z., Bartels, C., Franco, H., Graciarena, M., Lawson, A., Nandwana, M.K., Stauffer, A., van Hout, J., Gamble, P., Hetherly, J., Stephenson, C., Ni, K. (2018) Voices Obscured in Complex Environmental Settings (VOiCES) Corpus. Proc. Interspeech 2018, 1566-1570, DOI: 10.21437/Interspeech.2018-1454.

  author={Colleen Richey and Maria A. Barrios and Zeb Armstrong and Chris Bartels and Horacio Franco and Martin Graciarena and Aaron Lawson and Mahesh Kumar Nandwana and Allen Stauffer and Julien {van Hout} and Paul Gamble and Jeffrey Hetherly and Cory Stephenson and Karl Ni},
  title={Voices Obscured in Complex Environmental Settings (VOiCES) Corpus},
  booktitle={Proc. Interspeech 2018},