Neuronové sítě pro zpracování signálu a dolování informací v řeči - NOSIČI

Project Period: 1. 1. 2018 - 31. 12. 2019

Project Type: grant

Code: TJ01000208

Agency: Technology Agency of the Czech Republic

Program: Program na podporu aplikovaného výzkumu ZÉTA

English title

Neural networks for signal processing and speech data mining

Type

grant

Keywords

neural networks

Abstract

The project deals with neural networks for signal processing and speech data mining

Team members

Žmolíková Kateřina, Ing., Ph.D. (UPGM FIT VUT) , research leader
Egorova Ekaterina, Ing., Ph.D. (UPGM FIT VUT) , team leader
Silnova Anna, MSc., Ph.D. (UPGM FIT VUT) , team leader
Veselý Karel, Ing., Ph.D. (UPGM FIT VUT) , team leader
Karafiát Martin, Ing., Ph.D. (UPGM FIT VUT) , team leader
Szőke Igor, Ing., Ph.D. (UPGM FIT VUT) , team leader
Beneš Karel, Ing. (UPGM FIT VUT) , team leader

Publications

2020

MATĚJKA Pavel, PLCHOT Oldřich, GLEMBEK Ondřej, BURGET Lukáš, ROHDIN Johan A., ZEINALI Hossein, MOŠNER Ladislav, SILNOVA Anna, NOVOTNÝ Ondřej, DIEZ Sánchez Mireia and ČERNOCKÝ Jan. 13 years of speaker recognition research at BUT, with longitudinal analysis of NIST SRE. Computer Speech and Language, vol. 2020, no. 63, pp. 1-15. ISSN 0885-2308. Detail
ROHDIN Johan A., SILNOVA Anna, DIEZ Sánchez Mireia, PLCHOT Oldřich, MATĚJKA Pavel, BURGET Lukáš and GLEMBEK Ondřej. End-to-end DNN based text-independent speaker recognition for long and short utterances. Computer Speech and Language, vol. 2020, no. 59, pp. 22-35. ISSN 0885-2308. Detail

2019

ALAM Jahangir, BOULIANNE Gilles, GLEMBEK Ondřej, LOZANO Díez Alicia, MATĚJKA Pavel, MIZERA Petr, MONTEIRO Joao, MOŠNER Ladislav, NOVOTNÝ Ondřej, PLCHOT Oldřich, ROHDIN Johan A., SILNOVA Anna, SLAVÍČEK Josef, STAFYLAKIS Themos, WANG Shuai and ZEINALI Hossein. ABC NIST SRE 2019 CTS System Description. In: Proceedings of NIST. Sentosa, Singapore: National Institute of Standards and Technology, 2019, pp. 1-6. Detail
MATĚJKA Pavel, PLCHOT Oldřich, ZEINALI Hossein, MOŠNER Ladislav, SILNOVA Anna, BURGET Lukáš, NOVOTNÝ Ondřej and GLEMBEK Ondřej. Analysis of BUT Submission in Far-Field Scenarios of VOiCES 2019 Challenge. In: Proceedings of Interspeech. Graz: International Speech Communication Association, 2019, pp. 2448-2452. ISSN 1990-9772. Detail
DELCROIX Marc, ŽMOLÍKOVÁ Kateřina, OCHIAI Tsubasa, KINOSHITA Keisuke, ARAKI Shoko and NAKATANI Tomohiro. Compact Network for Speakerbeam Target Speaker Extraction. In: Proceedings of ICASSP. Brighton: IEEE Signal Processing Society, 2019, pp. 6965-6969. ISBN 978-1-5386-4658-8. Detail
ŽMOLÍKOVÁ Kateřina, DELCROIX Marc, KINOSHITA Keisuke, OCHIAI Tsubasa, NAKATANI Tomohiro, BURGET Lukáš and ČERNOCKÝ Jan. SpeakerBeam: Speaker Aware Neural Network for Target Speaker Extraction in Speech Mixtures. IEEE Journal of Selected Topics in Signal Processing, vol. 13, no. 4, 2019, pp. 800-814. ISSN 1932-4553. Detail

2018

ALAM Jahangir, BHATTACHARYA Gautam, BRUMMER Johan Nikolaas Langenhoven, BURGET Lukáš, DIEZ Sánchez Mireia, GLEMBEK Ondřej, KENNY Patrick, KLČO Michal, LANDINI Federico Nicolás, LOZANO Díez Alicia, MATĚJKA Pavel, MONTEIRO Joao, MOŠNER Ladislav, NOVOTNÝ Ondřej, PLCHOT Oldřich, PROFANT Ján, ROHDIN Johan A., SILNOVA Anna, SLAVÍČEK Josef, STAFYLAKIS Themos and ZEINALI Hossein. ABC NIST SRE 2018 SYSTEM DESCRIPTION. In: Proceedings of 2018 NIST SRE Workshop. Athens: National Institute of Standards and Technology, 2018, pp. 1-10. Detail
KARAFIÁT Martin, BASKAR Murali K., VESELÝ Karel, GRÉZL František, BURGET Lukáš and ČERNOCKÝ Jan. Analysis of Multilingual BLSTM Acoustic Model on Low and High Resource Languages. In: Proceedings of ICASSP 2018. Calgary: IEEE Signal Processing Society, 2018, pp. 5789-5793. ISBN 978-1-5386-4658-8. Detail
KARAFIÁT Martin, BASKAR Murali K., SZŐKE Igor, MALENOVSKÝ Vladimír, VESELÝ Karel, GRÉZL František, BURGET Lukáš and ČERNOCKÝ Jan. BUT OpenSAT 2017 speech recognition system. In: Proceedings of Interspeech 2018. Hyderabad: International Speech Communication Association, 2018, pp. 2638-2642. ISSN 1990-9772. Detail
DIEZ Sánchez Mireia, LANDINI Federico Nicolás, BURGET Lukáš, ROHDIN Johan A., SILNOVA Anna, ŽMOLÍKOVÁ Kateřina, NOVOTNÝ Ondřej, VESELÝ Karel, GLEMBEK Ondřej, PLCHOT Oldřich, MOŠNER Ladislav and MATĚJKA Pavel. BUT system for DIHARD Speech Diarization Challenge 2018. In: Proceedings of Interspeech 2018. Hyderabad: International Speech Communication Association, 2018, pp. 2798-2802. ISSN 1990-9772. Detail
PULUGUNDLA Bhargav, BASKAR Murali K., KESIRAJU Santosh, EGOROVA Ekaterina, KARAFIÁT Martin, BURGET Lukáš and ČERNOCKÝ Jan. BUT system for low resource Indian language ASR. In: Proceedings of Interspeech 2018. Hyderabad: International Speech Communication Association, 2018, pp. 3182-3186. ISSN 1990-9772. Detail
SILNOVA Anna, MATĚJKA Pavel, GLEMBEK Ondřej, PLCHOT Oldřich, NOVOTNÝ Ondřej, GRÉZL František, SCHWARZ Petr and ČERNOCKÝ Jan. BUT/Phonexia Bottleneck Feature Extractor. In: Proceedings of Odyssey 2018. Les Sables d´Olonne: International Speech Communication Association, 2018, pp. 283-287. ISSN 2312-2846. Detail
ROHDIN Johan A., SILNOVA Anna, DIEZ Sánchez Mireia, PLCHOT Oldřich, MATĚJKA Pavel and BURGET Lukáš. End-to-End DNN Based Speaker Recognition Inspired by i-Vector and PLDA. In: Proceedings of ICASSP. Calgary: IEEE Signal Processing Society, 2018, pp. 4874-4878. ISBN 978-1-5386-4658-8. Detail
SILNOVA Anna, BRUMMER Johan Nikolaas Langenhoven, GARCÍA-ROMERO Daniel, SNYDER David and BURGET Lukáš. Fast variational Bayes for heavy-tailed PLDA applied to i-vectors and x-vectors. In: Proceedings of Interspeech 2018. Hyderabad: International Speech Communication Association, 2018, pp. 72-76. ISSN 1990-9772. Detail
BRUMMER Johan Nikolaas Langenhoven, SILNOVA Anna, BURGET Lukáš and STAFYLAKIS Themos. Gaussian meta-embeddings for efficient scoring of a heavy-tailed PLDA model. In: Proceedings of Odyssey 2018. Les Sables d'Olonne: International Speech Communication Association, 2018, pp. 349-356. ISSN 2312-2846. Detail
BENEŠ Karel, KESIRAJU Santosh and BURGET Lukáš. i-vectors in language modeling: An efficient way of domain adaptation for feed-forward models. In: Proceedings of Interspeech 2018. Hyderabad: International Speech Communication Association, 2018, pp. 3383-3387. ISSN 1990-9772. Detail
VESELÝ Karel, PERALES Carlos Segura, SZŐKE Igor, LUQUE Jordi and ČERNOCKÝ Jan. Lightly supervised vs. semi-supervised training of acoustic model on Luxembourgish for low-resource automatic speech recognition. In: Proceedings of Interspeech 2018. Hyderabad: International Speech Communication Association, 2018, pp. 2883-2887. ISSN 1990-9772. Detail
ŽMOLÍKOVÁ Kateřina, DELCROIX Marc, KINOSHITA Keisuke, HIGUCHI Takuya, NAKATANI Tomohiro and ČERNOCKÝ Jan. Optimization of Speaker-aware Multichannel Speech Extraction with ASR Criterion. In: Proceedings of ICASSP 2018. Calgary: IEEE Signal Processing Society, 2018, pp. 6702-6706. ISBN 978-1-5386-4658-8. Detail
EGOROVA Ekaterina and BURGET Lukáš. Out-of-Vocabulary Word Recovery Using FST-Based Subword Unit Clustering in a Hybrid ASR System. In: Proceedings of ICASSP 2018. Calgary: IEEE Signal Processing Society, 2018, pp. 5919-5923. ISBN 978-1-5386-4658-8. Detail