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ORCIDNew Era for Robust Speech Recognition, Exploiting Deep Learning 2017
- Shinji Watanabe, Marc Delcroix, Florian Metze, John R. Hershey:
New Era for Robust Speech Recognition, Exploiting Deep Learning. Springer 2017, ISBN 978-3-319-64679-4
Introduction
- Shinji Watanabe, Marc Delcroix, Florian Metze, John R. Hershey:
Preliminaries. 3-17
Approaches to Robust Automatic Speech Recognition
- Marc Delcroix, Takuya Yoshioka, Nobutaka Ito, Atsunori Ogawa, Keisuke Kinoshita, Masakiyo Fujimoto, Takuya Higuchi, Shoko Araki, Tomohiro Nakatani:
Multichannel Speech Enhancement Approaches to DNN-Based Far-Field Speech Recognition. 21-49 - Michael I. Mandel, Jon P. Barker:
Multichannel Spatial Clustering Using Model-Based Source Separation. 51-77 - Xiong Xiao, Shinji Watanabe, Hakan Erdogan, Michael I. Mandel, Liang Lu, John R. Hershey, Michael L. Seltzer, Guoguo Chen, Yu Zhang, Dong Yu:
Discriminative Beamforming with Phase-Aware Neural Networks for Speech Enhancement and Recognition. 79-104 - Tara N. Sainath, Ron J. Weiss, Kevin W. Wilson, Arun Narayanan, Michiel Bacchiani, Bo Li, Ehsan Variani, Izhak Shafran, Andrew W. Senior, Kean K. Chin, Ananya Misra, Chanwoo Kim:
Raw Multichannel Processing Using Deep Neural Networks. 105-133 - John R. Hershey, Jonathan Le Roux, Shinji Watanabe, Scott Wisdom, Zhuo Chen, Yusuf Ziya Isik:
Novel Deep Architectures in Speech Processing. 135-164 - Hakan Erdogan, John R. Hershey, Shinji Watanabe, Jonathan Le Roux:
Deep Recurrent Networks for Separation and Recognition of Single-Channel Speech in Nonstationary Background Audio. 165-186 - Vikramjit Mitra, Horacio Franco, Richard M. Stern, Julien van Hout, Luciana Ferrer, Martin Graciarena, Wen Wang, Dimitra Vergyri, Abeer Alwan, John H. L. Hansen:
Robust Features in Deep-Learning-Based Speech Recognition. 187-217 - Khe Chai Sim, Yanmin Qian, Gautam Mantena, Lahiru Samarakoon, Souvik Kundu, Tian Tan:
Adaptation of Deep Neural Network Acoustic Models for Robust Automatic Speech Recognition. 219-243 - Martin Karafiát, Karel Veselý, Katerina Zmolíková
, Marc Delcroix, Shinji Watanabe, Lukás Burget, Jan Honza Cernocký, Igor Szöke:
Training Data Augmentation and Data Selection. 245-260 - Yu Zhang, Dong Yu, Guoguo Chen:
Advanced Recurrent Neural Networks for Automatic Speech Recognition. 261-279 - Guoguo Chen, Yu Zhang, Dong Yu:
Sequence-Discriminative Training of Neural Networks. 281-297 - Yajie Miao, Florian Metze:
End-to-End Architectures for Speech Recognition. 299-323
Resources
- Jon P. Barker, Ricard Marxer, Emmanuel Vincent, Shinji Watanabe:
The CHiME Challenges: Robust Speech Recognition in Everyday Environments. 327-344 - Keisuke Kinoshita, Marc Delcroix, Sharon Gannot, Emanuël A. P. Habets, Reinhold Haeb-Umbach, Walter Kellermann, Volker Leutnant, Roland Maas, Tomohiro Nakatani, Bhiksha Raj, Armin Sehr, Takuya Yoshioka:
The REVERB Challenge: A Benchmark Task for Reverberation-Robust ASR Techniques. 345-354 - Steve Renals, Pawel Swietojanski:
Distant Speech Recognition Experiments Using the AMI Corpus. 355-368 - Shinji Watanabe, Takaaki Hori, Yajie Miao, Marc Delcroix, Florian Metze, John R. Hershey:
Toolkits for Robust Speech Processing. 369-382
Applications
- Michiel Bacchiani, Françoise Beaufays, Alexander Gruenstein, Pedro J. Moreno, Johan Schalkwyk, Trevor Strohman, Heiga Zen:
Speech Research at Google to Enable Universal Speech Interfaces. 385-399 - Yifan Gong, Yan Huang, Kshitiz Kumar, Jinyu Li, Chaojun Liu, Guoli Ye, Shi-Xiong Zhang, Yong Zhao, Rui Zhao:
Challenges in and Solutions to Deep Learning Network Acoustic Modeling in Speech Recognition Products at Microsoft. 401-417 - Yuuki Tachioka, Toshiyuki Hanazawa, Tomohiro Narita, Jun Ishii:
Advanced ASR Technologies for Mitsubishi Electric Speech Applications. 419-429
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