Project Details

Zvýšení spolehlivosti v automatickém rozpoznávání řečníka

Project Period: 1. 1. 2017 – 31. 12. 2019

Project Type: grant

Code: GJ17-23870Y

Agency: Czech Science Foundation

Program: Juniorské granty

English title
Improving Robustnes in Automatic Speaker Recognition
Type
grant
Keywords

automatic speaker recognition;robustness;adaptation;speech

Abstract

Speaker recognition systems have gained very high recognition performance in the
recent years. However, it has been shown that system performance degrades when
the recognition data domain differs from the one used for system parameter
training. Also, introducing additive noise (e.g. background traffic noise),
convolutive noise (e.g. reverb of the room), or channel noise (e.g. telephone
codec) to the recording further degrades the performance. The solutions to these
issues are to a) seek for techniques for robust modeling, and b) to develop
methods for system adaptation. In this project, we want to focus on both of these
approaches.

Team members
Glembek Ondřej, Ing., Ph.D. – research leader
Fér Radek, Ing.
Novotný Ondřej, Ing., Ph.D.
Publications

2020

  • BURGET, L.; GLEMBEK, O.; LOZANO DÍEZ, A.; MATĚJKA, P.; NOVOTNÝ, O.; PLCHOT, O.; PULUGUNDLA, B.; ROHDIN, J.; SILNOVA, A.; VESELÝ, K. BUT System Description to SdSV Challenge 2020. Proceedings of Short-duration Speaker Verification Challenge 2020 Workshop. Shanghai, on-line event of Interspeech 2020 Conference: 2020. p. 1-5. Detail
  • MATĚJKA, P.; PLCHOT, O.; GLEMBEK, O.; BURGET, L.; ROHDIN, J.; ZEINALI, H.; MOŠNER, L.; SILNOVA, A.; NOVOTNÝ, O.; DIEZ SÁNCHEZ, M.; ČERNOCKÝ, J. 13 years of speaker recognition research at BUT, with longitudinal analysis of NIST SRE. COMPUTER SPEECH AND LANGUAGE, 2020, vol. 2020, no. 63, p. 1-15. ISSN: 0885-2308. Detail
  • ROHDIN, J.; SILNOVA, A.; DIEZ SÁNCHEZ, M.; PLCHOT, O.; MATĚJKA, P.; BURGET, L.; GLEMBEK, O. End-to-end DNN based text-independent speaker recognition for long and short utterances. COMPUTER SPEECH AND LANGUAGE, 2020, vol. 2020, no. 59, p. 22-35. ISSN: 0885-2308. Detail

2019

  • ALAM, J.; BOULIANNE, G.; BURGET, L.; GLEMBEK, O.; LOZANO DÍEZ, A.; MATĚJKA, P.; MIZERA, P.; MOŠNER, L.; NOVOTNÝ, O.; PLCHOT, O.; ROHDIN, J.; SILNOVA, A.; SLAVÍČEK, J.; STAFYLAKIS, T.; WANG, S.; ZEINALI, H.; DAHMANE, M.; ST-CHARLES, P.; LALONDE, M.; NOISEUX, C.; MONTEIRO, J. ABC System Description for NIST Multimedia Speaker Recognition Evaluation 2019. Proceedings of NIST 2019 SRE Workshop. Sentosa, Singapore: National Institute of Standards and Technology, 2019. p. 1-7. Detail
  • ALAM, J.; BOULIANNE, G.; GLEMBEK, O.; LOZANO DÍEZ, A.; MATĚJKA, P.; MIZERA, P.; MONTEIRO, J.; MOŠNER, L.; NOVOTNÝ, O.; PLCHOT, O.; ROHDIN, J.; SILNOVA, A.; SLAVÍČEK, J.; STAFYLAKIS, T.; WANG, S.; ZEINALI, H. ABC NIST SRE 2019 CTS System Description. Proceedings of NIST. Sentosa, Singapore: National Institute of Standards and Technology, 2019. p. 1-6. Detail
  • MATĚJKA, P.; PLCHOT, O.; ZEINALI, H.; MOŠNER, L.; SILNOVA, A.; BURGET, L.; NOVOTNÝ, O.; GLEMBEK, O. Analysis of BUT Submission in Far-Field Scenarios of VOiCES 2019 Challenge. In Proceedings of Interspeech. Proceedings of Interspeech. Graz: International Speech Communication Association, 2019. p. 2448-2452. ISSN: 1990-9772. Detail
  • NOVOTNÝ, O.; PLCHOT, O.; GLEMBEK, O.; BURGET, L. Factorization of Discriminatively Trained i-Vector Extractor for Speaker Recognition. In Proceedings of Interspeech. Proceedings of Interspeech. Graz: International Speech Communication Association, 2019. p. 4330-4334. ISSN: 1990-9772. Detail
  • NOVOTNÝ, O.; PLCHOT, O.; GLEMBEK, O.; BURGET, L.; MATĚJKA, P. Discriminatively Re-trained i-Vector Extractor For Speaker Recognition. In Proceedings of 2019 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP). Brighton: IEEE Signal Processing Society, 2019. p. 6031-6035. ISBN: 978-1-5386-4658-8. Detail
  • NOVOTNÝ, O.; PLCHOT, O.; GLEMBEK, O.; ČERNOCKÝ, J.; BURGET, L. Analysis of DNN Speech Signal Enhancement for Robust Speaker Recognition. COMPUTER SPEECH AND LANGUAGE, 2019, vol. 2019, no. 58, p. 403-421. ISSN: 0885-2308. Detail
  • ROHDIN, J.; STAFYLAKIS, T.; SILNOVA, A.; ZEINALI, H.; BURGET, L.; PLCHOT, O. Speaker Verification Using End-To-End Adversarial Language Adaptation. In Proceedings of ICASSP 2019. Brighton: IEEE Signal Processing Society, 2019. p. 6006-6010. ISBN: 978-1-5386-4658-8. Detail
  • SZŐKE, I.; SKÁCEL, M.; MOŠNER, L.; PALIESEK, J.; ČERNOCKÝ, J. Building and Evaluation of a Real Room Impulse Response Dataset. IEEE J-STSP, 2019, vol. 13, no. 4, p. 863-876. ISSN: 1932-4553. Detail

2018

  • ALAM, J.; BHATTACHARYA, G.; BRUMMER, J.; BURGET, L.; DIEZ SÁNCHEZ, M.; GLEMBEK, O.; KENNY, P.; KLČO, M.; LANDINI, F.; LOZANO DÍEZ, A.; MATĚJKA, P.; MONTEIRO, J.; MOŠNER, L.; NOVOTNÝ, O.; PLCHOT, O.; PROFANT, J.; ROHDIN, J.; SILNOVA, A.; SLAVÍČEK, J.; STAFYLAKIS, T.; ZEINALI, H. ABC NIST SRE 2018 SYSTEM DESCRIPTION. Proceedings of 2018 NIST SRE Workshop. Athens: National Institute of Standards and Technology, 2018. p. 1-10. Detail
  • DIEZ SÁNCHEZ, M.; LANDINI, F.; BURGET, L.; ROHDIN, J.; SILNOVA, A.; ŽMOLÍKOVÁ, K.; NOVOTNÝ, O.; VESELÝ, K.; GLEMBEK, O.; PLCHOT, O.; MOŠNER, L.; MATĚJKA, P. BUT system for DIHARD Speech Diarization Challenge 2018. In Proceedings of Interspeech 2018. Proceedings of Interspeech. Hyderabad: International Speech Communication Association, 2018. p. 2798-2802. ISSN: 1990-9772. Detail
  • MOŠNER, L.; MATĚJKA, P.; NOVOTNÝ, O.; ČERNOCKÝ, J. Dereverberation and Beamforming in Far-Field Speaker Recognition. In Proceedings of ICASSP 2018. Calgary: IEEE Signal Processing Society, 2018. p. 5254-5258. ISBN: 978-1-5386-4658-8. Detail
  • MOŠNER, L.; PLCHOT, O.; MATĚJKA, P.; NOVOTNÝ, O.; ČERNOCKÝ, J. Dereverberation and Beamforming in Robust Far-Field Speaker Recognition. In Proceedings of Interspeech 2018. Proceedings of Interspeech. Hyderabad: International Speech Communication Association, 2018. p. 1334-1338. ISSN: 1990-9772. Detail
  • NOVOTNÝ, O.; MATĚJKA, P.; PLCHOT, O.; GLEMBEK, O. On the use of DNN Autoencoder for Robust Speaker Recognition. Brno: Faculty of Information Technology BUT, 2018. p. 1-5. Detail
  • NOVOTNÝ, O.; PLCHOT, O.; MATĚJKA, P.; MOŠNER, L.; GLEMBEK, O. On the use of X-vectors for Robust Speaker Recognition. Proceedings of Odyssey 2018. Proceedings of Odyssey: The Speaker and Language Recognition Workshop Odyssey 2014, Joensuu, Finland. Les Sables d´Olonne: International Speech Communication Association, 2018. p. 168-175. ISSN: 2312-2846. Detail
  • PLCHOT, O.; MATĚJKA, P.; NOVOTNÝ, O.; CUMANI, S.; LOZANO DÍEZ, A.; SLAVÍČEK, J.; DIEZ SÁNCHEZ, M.; GRÉZL, F.; GLEMBEK, O.; KAMSALI VEERA, M.; SILNOVA, A.; BURGET, L.; ONDEL YANG, L.; KESIRAJU, S.; ROHDIN, J. Analysis of BUT-PT Submission for NIST LRE 2017. In Proceedings of Odyssey 2018 The Speaker and Language Recognition Workshop. Proceedings of Odyssey: The Speaker and Language Recognition Workshop Odyssey 2014, Joensuu, Finland. Les Sables d'Olonne: International Speech Communication Association, 2018. p. 47-53. ISSN: 2312-2846. Detail
  • ROHDIN, J.; SILNOVA, A.; DIEZ SÁNCHEZ, M.; PLCHOT, O.; MATĚJKA, P.; BURGET, L. End-to-End DNN Based Speaker Recognition Inspired by i-Vector and PLDA. In Proceedings of ICASSP. Calgary: IEEE Signal Processing Society, 2018. p. 4874-4878. ISBN: 978-1-5386-4658-8. Detail
  • SILNOVA, A.; MATĚJKA, P.; GLEMBEK, O.; PLCHOT, O.; NOVOTNÝ, O.; GRÉZL, F.; SCHWARZ, P.; ČERNOCKÝ, J. BUT/Phonexia Bottleneck Feature Extractor. In Proceedings of Odyssey 2018. Proceedings of Odyssey: The Speaker and Language Recognition Workshop Odyssey 2014, Joensuu, Finland. Les Sables d´Olonne: International Speech Communication Association, 2018. p. 283-287. ISSN: 2312-2846. Detail

2017

  • PLCHOT, O.; MATĚJKA, P.; SILNOVA, A.; NOVOTNÝ, O.; DIEZ SÁNCHEZ, M.; ROHDIN, J.; GLEMBEK, O.; BRÜMMER, N.; SWART, A.; PRIETO, J.; GARCIA PERERA, L.; BUERA, L.; KENNY, P.; ALAM, J.; BHATTACHARYA, G. Analysis and Description of ABC Submission to NIST SRE 2016. In Proceedings of Interspeech 2017. Proceedings of Interspeech. Stockholm: International Speech Communication Association, 2017. p. 1348-1352. ISSN: 1990-9772. Detail
  • SILNOVA, A.; BURGET, L.; ČERNOCKÝ, J. Alternative Approaches to Neural Network based Speaker Verification. In Proceedings of Interspeech 2017. Proceedings of Interspeech. Stockholm: International Speech Communication Association, 2017. p. 1572-1575. ISSN: 1990-9772. Detail
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