Speaker location and microphone spacing invariant acoustic modeling from raw multichannel waveforms

2015 IEEE Workshop on Automatic Speech Recognition and Understanding, ASRU 2015 - Proceedings

Volumn , Issue , 2016, Pages 30-36

  Sainath, Tara N ^a   Weiss, Ron J ^a   Wilson, Kevin W ^a   Narayanan, Arun ^a   Bacchiani, Michiel ^a   Andrew, ^a  

^a GOOGLE INC   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

MICROPHONES; SPEECH ENHANCEMENT;

ACOUSTIC MODEL; ANGLES OF ARRIVAL; ARRAY CONFIGURATIONS; DEEP NEURAL NETWORKS; MULTICHANNEL; MULTIPLE CHANNELS; TARGET SPEAKER; WAVE FORMS;

SPEECH RECOGNITION;

EID: 84964556625     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ASRU.2015.7404770     Document Type: Conference Paper

References (20)

1. M. Brandstein and D. Ward, Microphone Arrays: Signal Processing Techniques and Applications, Springer, 2001
2. J. Benesty, J. Chen, and Y. Huang, Microphone Array Signal Processing, Springer, 2009
3. T. Hain, L. Burget, J. Dines, P.N. Garner, F. Grezl, A.E. Hannani, M. Huijbregts, M. Karafiat, M. Lincoln, and V. Wan, "Transcribing Meetings with the AMIDA Systems," IEEE Transactions on Audio, Speech, and Language Processing, vol. 20, no. 2, pp. 486-498, 2012
4. A. Stolcke, X. Anguera, K. Boakye, O. C etin, A. Janin, M. Magimai-Doss, C. Wooters, and J. Zheng, "The SRI-ICSI Spring 2007 Meeting and Lecture Recognition System," Multimodal Technologies for Perception of Humans, vol. Lecture Notes in Computer Science, no. 2, pp. 450-463, 2008
5. B. D. Veen and K. M. Buckley, "Beamforming: A Versatile Approach to Spatial Filtering," IEEE ASSP Magazine, vol. 5, no. 2, pp. 4-24, 1988
6. M. Delcroix, T. Yoshioka, A. Ogawa, Y. Kubo, M. Fujimoto, N. Ito, K. Kinoshita, M. Espi, T. Hori, T. Nakatani, and A. Nakamura, "Linear Prediction-based Dereverberation with Advanced Speech Enhancement and Recognition Technologies for the REVERB Challenge," in REVERB Workshop, 2014
7. M. Seltzer, B. Raj, and R. M. Stern, "Likelihood-maximizing Beamforming for Robust Handsfree Speech Recognition," IEEE Trascations on Audio, Speech and Language Processing, vol. 12, no. 5, pp. 489-498, 2004
8. J. R. Hershey, J. Le Roux, and F. Weninger, "Deep Unfolding: Model-Based Inspiration of Novel Deep Architectures," CoRR, vol. abs/1409.2574, 2014
9. Y. Hoshen, R. J. Weiss, and K. W. Wilson, "Speech Acoustic Modeling from Raw Multichannel Waveforms," in Proc. ICASSP, 2015
10. A. Mohamed, G. Hinton, and G. Penn, "Understanding how Deep Belief Networks Perform Acoustic Modelling," in ICASSP, 2012
11. T. N. Sainath, R. J. Weiss, K. W. Wilson, A. Senior, and O. Vinyals, "Learning the Speech Front-end with Raw Waveform CLDNNs," in Proc. Interspeech, 2015
12. T. N. Sainath, O. Vinyals, A. Senior, and H. Sak, "Convolutional, Long Short-Term Memory, Fully Connected Deep Neural Networks," in Proc. ICASSP, 2015
13. P. Swietojanski, A. Ghoshal, and S. Renals, "Hybrid Acoustic Models for Distant and Multichannel Large Vocabulary Speech Recognition," in Proc. ASRU, 2013
14. T. N. Sainath, A. Mohamed, B. Kingsbury, and B. Ramabhadran, "Deep Convolutional Neural Networks for LVCSR," in Proc. ICASSP, 2013
15. T. N. Sainath, B. Kingsbury, A. Mohamed, G. Dahl, G. Saon, H. Soltau, T. Beran, A. Aravkin, and B. Ramabhadran, "Improvements to Deep Convolutional Neural Networks for LVCSR," in Proc. ASRU, 2013
16. H. Sak, A. Senior, and F. Beaufays, "Long Short-Term Memory Recurrent Neural Network Architectures for Large Scale Acoustic Modeling," in Proc. Interspeech, 2014
17. J. B. Allen and D. A. Berkley, "Image Method for Efficiently Simulation Room-Small Acoustics," Journal of the Acoustical Society of America, vol. 65, no. 4, pp. 943-950, April 1979
18. J. Dean, G.S. Corrado, R. Monga, K. Chen, M. Devin, Q.V. Le, M.Z. Mao, M. Ranzato, A. Senior, P. Tucker, K. Yang, and A.Y. Ng, "Large Scale Distributed Deep Networks," in Proc. NIPS, 2012
19. G. Heigold, E. McDermott, V. Vanhoucke, A. Senior, and M. Bacchiani, "Asynchronous Stochastic Optimization for Sequence Training of Deep Neural Networks," in Proc. ICASSP, 2014
20. X. Glorot and Y. Bengio, "Understanding the Difficulty of Training Deep Feedforward Neural Networks," in Proc. AISTATS, 2014