Characterizing Performance of Speaker Diarization Systems on Far-Field Speech Using Standard Methods

Matthew Maciejewski; David Snyder; Vimal Manohar; Najim Dehak; Sanjeev Khudanpur

ICASSP 2018accepted0 citations

Characterizing Performance of Speaker Diarization Systems on Far-Field Speech Using Standard Methods

Matthew Maciejewski, David Snyder, Vimal Manohar, Najim Dehak, Sanjeev Khudanpur

Abstract

To date, the bulk of research on speaker diarization has been conducted on telephone or near-field speech. As the need for technologies capable of handling conversational speech increases, it is necessary to establish the performance of state-of-the-art systems in this domain. In this work we evaluate the performance of an ivector/PLDA-based diarization system on the AMI Meeting Corpus, comparing performance on near-field, far-field, and signal-enhanced conditions.

BibTeX

@inproceedings{icassp2018_characterizingpe,
  title = {Characterizing Performance of Speaker Diarization Systems on Far-Field Speech Using Standard Methods},
  author = {Matthew Maciejewski and David Snyder and Vimal Manohar and Najim Dehak and Sanjeev Khudanpur},
  booktitle = {ICASSP 2018},
  year = {2018}
}