Department of Computer Graphics and Multimedia

Information mining in speech acquired by distant microphones

Czech title:Dolování infoRmAcí z řeči Pořízené vzdÁlenými miKrofony
Reseach leader:Černocký Jan
Team leaders:Matějka Pavel
Team members:Glembek Ondřej, Kobes Michal (UPGM FIT VUT), Plchot Oldřich
Agency:Ministry of Interior of the Czech Republic
Code:VI20152020025
Start:2015-10-01
End:2020-09-30
Keywords:speech data mining, speech recognition, speaker recognition, language identification, keyword spotting, distant microphones
Annotation:
Speech data mining is becoming indispensable for units fighting criminality and terrorism. The current versions allow for successful deployment on data acquired from close-talk microphones. The goal of DRAPAK is to increase the performance of speech data mining from distant microphones in real environments and to generate relevant information in corresponding operational scenarios. The output is a set of software tools to be tested by the Police of the Czech Republic and other state agencies.

Publications

2017ZEINALI Hossein, SAMETI Hossein and BURGET Lukáš. HMM-Based Phrase-Independent i-Vector Extractor for Text-Dependent Speaker Verification. IEEE/ACM TRANSACTIONS ON AUDIO, SPEECH AND LANGUAGE PROCESSING. New York City: IEEE Signal Processing Society, 2017, vol. 25, no. 7, pp. 1421-1435. ISSN 2329-9290.
2016BRUMMER Niko, SWART Albert du Preez, PRIETO Jesús J., GARCIA Perera Leibny Paola, MATĚJKA Pavel, PLCHOT Oldřich, DIEZ Sánchez Mireia, SILNOVA Anna, JIANG Xiaowei, NOVOTNÝ Ondřej, ROHDIN Johan A., GLEMBEK Ondřej, GRÉZL František, BURGET Lukáš, ONDEL Lucas, PEŠÁN Jan, ČERNOCKÝ Jan, KENNY Patrick, ALAM Jahangir, BHATTACHARYA Gautam and ZEINALI Hossein et al. ABC NIST SRE 2016 SYSTEM DESCRIPTION. San Diego: National Institute of Standards and Technology, 2016.
 LOZANO-DIEZ Alicia, SILNOVA Anna, MATĚJKA Pavel, GLEMBEK Ondřej, PLCHOT Oldřich, PEŠÁN Jan, BURGET Lukáš and GONZALEZ-RODRIGUEZ Joaquin. Analysis and Optimization of Bottleneck Features for Speaker Recognition. In: Proceedings of Odyssey 2016. Bilbao: International Speech Communication Association, 2016, pp. 352-357. ISSN 2312-2846.
 MATĚJKA Pavel, GLEMBEK Ondřej, NOVOTNÝ Ondřej, PLCHOT Oldřich, GRÉZL František, BURGET Lukáš and ČERNOCKÝ Jan. Analysis Of DNN Approaches To Speaker Identification. In: Proceedings of the 41th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016), 2016. Shanghai: IEEE Signal Processing Society, 2016, pp. 5100-5104. ISBN 978-1-4799-9988-0.
 NOVOTNÝ Ondřej, MATĚJKA Pavel, GLEMBEK Ondřej, PLCHOT Oldřich, GRÉZL František, BURGET Lukáš and ČERNOCKÝ Jan. Analysis of the DNN-Based SRE Systems in Multi-language Conditions. In: Proceedings of SLT 2016. San Diego: IEEE Signal Processing Society, 2016, pp. 199-204. ISBN 978-1-5090-4903-5.
 NOVOTNÝ Ondřej, MATĚJKA Pavel, PLCHOT Oldřich, GLEMBEK Ondřej, BURGET Lukáš and ČERNOCKÝ Jan. Analysis of Speaker Recognition Systems in Realistic Scenarios of the SITW 2016 Challenge. In: Proceedings of Interspeech 2016. San Francisco: International Speech Communication Association, 2016, pp. 828-832. ISBN 978-1-5108-3313-5.
 PEŠÁN Jan, BURGET Lukáš and ČERNOCKÝ Jan. Sequence Summarizing Neural Networks for Spoken Language Recognition. In: Proceedings of Interspeech 2016. San Francisco: International Speech Communication Association, 2016, pp. 3285-3289. ISBN 978-1-5108-3313-5.
 PLCHOT Oldřich, BURGET Lukáš, ARONOWITZ Hagai and MATĚJKA Pavel. Audio Enhancing With DNN Autoencoder For Speaker Recognition. In: Proceedings of the 41th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016), 2016. Shanghai: IEEE Signal Processing Society, 2016, pp. 5090-5094. ISBN 978-1-4799-9988-0.
 PLCHOT Oldřich, MATĚJKA Pavel, FÉR Radek, GLEMBEK Ondřej, NOVOTNÝ Ondřej, PEŠÁN Jan, VESELÝ Karel, ONDEL Lucas, KARAFIÁT Martin, GRÉZL František, KESIRAJU Santosh, BURGET Lukáš, BRUMMER Niko, SWART Albert du Preez, CUMANI Sandro, MALLIDI Sri Harish and LI Ruizhi. BAT System Description for NIST LRE 2015. In: Proceedings of Odyssey 2016, The Speaker and Language Recognition Workshop. Bilbao: International Speech Communication Association, 2016, pp. 166-173. ISSN 2312-2846.
 VESELÝ Karel, WATANABE Shinji, ŽMOLÍKOVÁ Kateřina, KARAFIÁT Martin, BURGET Lukáš and ČERNOCKÝ Jan. Sequence Summarizing Neural Network for Speaker Adaptation. In: Proceedings of the 41th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016), 2016. Shanghai: IEEE Signal Processing Society, 2016, pp. 5315-5319. ISBN 978-1-4799-9988-0.
 ZEINALI Hossein, SAMETI Hossein, BURGET Lukáš, ČERNOCKÝ Jan, MAGHSOODI Nooshin and MATĚJKA Pavel. i-vector/HMM Based Text-dependent Speaker Verification System for RedDots Challenge. In: Proceedings of Interspeech 2016. San Francisco: International Speech Communication Association, 2016, pp. 440-444. ISBN 978-1-5108-3313-5.
2015HSIAO Roger, MA Jeff, HARTMANN William, KARAFIÁT Martin, GRÉZL František, BURGET Lukáš, SZŐKE Igor, ČERNOCKÝ Jan, WATANABE Shinji, CHEN Zhuo, MALLIDI Sri Harish, HEŘMANSKÝ Hynek, TSAKALIDIS Stavros and SCHWARTZ Richard. Robust Speech Recognition in Unknown Reverberant and Noisy Conditions. In: Proceedings of 2015 IEEE Automatic Speech Recognition and Understanding Workshop. Scottsdale, Arizona: IEEE Signal Processing Society, 2015, pp. 533-538. ISBN 978-1-4799-7291-3.

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