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Person information
- affiliation: Mitsubishi Electric Research Laboratories (MERL), Cambridge, USA
- affiliation: IBM T. J. Watson Research Center, New York, USA
- affiliation: University of California San Diego, Department of Cognitive Science
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Books and Theses
- 2005
[b1]John R. Hershey:
Perceptual inference in generative models. University of California, San Diego, USA, 2005
Journal Articles
- 2025
- [j12]Simon Leglaive
, Matthieu Fraticelli, Hend Elghazaly, Léonie Borne, Mostafa Sadeghi, Scott Wisdom, Manuel Pariente, John R. Hershey, Daniel Pressnitzer, Jon P. Barker:
Objective and subjective evaluation of speech enhancement methods in the UDASE task of the 7th CHiME challenge. Comput. Speech Lang. 89: 101685 (2025) - 2019
- [j11]Takaaki Hori, Wen Wang, Yusuke Koji, Chiori Hori, Bret Harsham, John R. Hershey:
Adversarial training and decoding strategies for end-to-end neural conversation models. Comput. Speech Lang. 54: 122-139 (2019) - [j10]Jonathan Le Roux, Gordon Wichern, Shinji Watanabe, Andy M. Sarroff, John R. Hershey:
Phasebook and Friends: Leveraging Discrete Representations for Source Separation. IEEE J. Sel. Top. Signal Process. 13(2): 370-382 (2019) - 2017
- [j9]Takaaki Hori, Zhuo Chen, Hakan Erdogan, John R. Hershey, Jonathan Le Roux, Vikramjit Mitra, Shinji Watanabe:
Multi-microphone speech recognition integrating beamforming, robust feature extraction, and advanced DNN/RNN backend. Comput. Speech Lang. 46: 401-418 (2017) - [j8]Yuuki Tachioka, Shinji Watanabe, Jonathan Le Roux, John R. Hershey:
Prior-based Binary Masking and Discriminative Methods for Reverberant and Noisy Speech Recognition Using Distant Stereo Microphones. J. Inf. Process. 25: 407-416 (2017) - [j7]Shinji Watanabe, Takaaki Hori, Suyoun Kim, John R. Hershey, Tomoki Hayashi:
Hybrid CTC/Attention Architecture for End-to-End Speech Recognition. IEEE J. Sel. Top. Signal Process. 11(8): 1240-1253 (2017) - [j6]Tsubasa Ochiai, Shinji Watanabe, Takaaki Hori, John R. Hershey, Xiong Xiao:
Unified Architecture for Multichannel End-to-End Speech Recognition With Neural Beamforming. IEEE J. Sel. Top. Signal Process. 11(8): 1274-1288 (2017) - 2012
- [j5]Xiaodong Cui, Jian Xue, Xin Chen, Peder A. Olsen, Pierre L. Dognin, Upendra V. Chaudhari, John R. Hershey, Bowen Zhou:
Hidden Markov Acoustic Modeling With Bootstrap and Restructuring for Low-Resourced Languages. IEEE Trans. Speech Audio Process. 20(8): 2252-2264 (2012) - 2010
- [j4]Martin Cooke, John R. Hershey, Steven J. Rennie:
Monaural speech separation and recognition challenge. Comput. Speech Lang. 24(1): 1-15 (2010) - [j3]John R. Hershey, Steven J. Rennie, Peder A. Olsen, Trausti T. Kristjansson:
Super-human multi-talker speech recognition: A graphical modeling approach. Comput. Speech Lang. 24(1): 45-66 (2010) - [j2]Tim K. Marks, John R. Hershey, Javier R. Movellan:
Tracking Motion, Deformation, and Texture Using Conditionally Gaussian Processes. IEEE Trans. Pattern Anal. Mach. Intell. 32(2): 348-363 (2010) - [j1]Steven J. Rennie, John R. Hershey, Peder A. Olsen:
Single-Channel Multitalker Speech Recognition. IEEE Signal Process. Mag. 27(6): 66-80 (2010)
Conference and Workshop Papers
- 2024
- [c109]Cong Han, Kevin W. Wilson, Scott Wisdom, John R. Hershey:
Unsupervised Multi-Channel Separation And Adaptation. ICASSP 2024: 721-725 - 2023
- [c108]Pradyumna Reddy, Scott Wisdom, Klaus Greff, John R. Hershey, Thomas Kipf:
Audioslots: A Slot-Centric Generative Model For Audio Separation. ICASSP Workshops 2023: 1-5 - [c107]Hakan Erdogan, Scott Wisdom, Xuankai Chang, Zalán Borsos, Marco Tagliasacchi, Neil Zeghidour, John R. Hershey:
TokenSplit: Using Discrete Speech Representations for Direct, Refined, and Transcript-Conditioned Speech Separation and Recognition. INTERSPEECH 2023: 3462-3466 - 2022
- [c106]Efthymios Tzinis, Scott Wisdom, Tal Remez, John R. Hershey:
AudioScopeV2: Audio-Visual Attention Architectures for Calibrated Open-Domain On-Screen Sound Separation. ECCV (37) 2022: 368-385 - [c105]Tom Denton, Scott Wisdom, John R. Hershey:
Improving Bird Classification with Unsupervised Sound Separation. ICASSP 2022: 636-640 - [c104]Aswin Sivaraman, Scott Wisdom, Hakan Erdogan, John R. Hershey:
Adapting Speech Separation to Real-World Meetings using Mixture Invariant Training. ICASSP 2022: 686-690 - [c103]Hannah Muckenhirn, Aleksandr Safin, Hakan Erdogan, Felix de Chaumont Quitry, Marco Tagliasacchi, Scott Wisdom, John R. Hershey:
CycleGAN-based Unpaired Speech Dereverberation. INTERSPEECH 2022: 196-200 - [c102]Katharine Patterson, Kevin W. Wilson, Scott Wisdom, John R. Hershey:
Distance-Based Sound Separation. INTERSPEECH 2022: 901-905 - 2021
- [c101]Scott Wisdom, Hakan Erdogan, Daniel P. W. Ellis, Romain Serizel, Nicolas Turpault, Eduardo Fonseca, Justin Salamon, Prem Seetharaman, John R. Hershey:
What's all the Fuss about Free Universal Sound Separation Data? ICASSP 2021: 186-190 - [c100]Nicolas Turpault, Romain Serizel, Scott Wisdom, Hakan Erdogan, John R. Hershey, Eduardo Fonseca, Prem Seetharaman, Justin Salamon:
Sound Event Detection and Separation: A Benchmark on Desed Synthetic Soundscapes. ICASSP 2021: 840-844 - [c99]Soumi Maiti, Hakan Erdogan, Kevin W. Wilson, Scott Wisdom, Shinji Watanabe, John R. Hershey:
End-To-End Diarization for Variable Number of Speakers with Local-Global Networks and Discriminative Speaker Embeddings. ICASSP 2021: 7183-7187 - [c98]Efthymios Tzinis, Scott Wisdom, Aren Jansen, Shawn Hershey, Tal Remez, Dan Ellis, John R. Hershey:
Into the Wild with AudioScope: Unsupervised Audio-Visual Separation of On-Screen Sounds. ICLR 2021 - [c97]Cong Han, Yi Luo, Chenda Li, Tianyan Zhou, Keisuke Kinoshita, Shinji Watanabe, Marc Delcroix, Hakan Erdogan, John R. Hershey, Nima Mesgarani, Zhuo Chen:
Continuous Speech Separation Using Speaker Inventory for Long Recording. Interspeech 2021: 3036-3040 - [c96]Desh Raj, Pavel Denisov, Zhuo Chen, Hakan Erdogan, Zili Huang, Maokui He, Shinji Watanabe, Jun Du, Takuya Yoshioka, Yi Luo, Naoyuki Kanda, Jinyu Li, Scott Wisdom, John R. Hershey:
Integration of Speech Separation, Diarization, and Recognition for Multi-Speaker Meetings: System Description, Comparison, and Analysis. SLT 2021: 897-904 - [c95]Zhong-Qiu Wang, Hakan Erdogan, Scott Wisdom, Kevin W. Wilson, Desh Raj, Shinji Watanabe, Zhuo Chen, John R. Hershey:
Sequential Multi-Frame Neural Beamforming for Speech Separation and Enhancement. SLT 2021: 905-911 - [c94]Scott Wisdom, Aren Jansen, Ron J. Weiss, Hakan Erdogan, John R. Hershey:
Sparse, Efficient, and Semantic Mixture Invariant Training: Taming In-the-Wild Unsupervised Sound Separation. WASPAA 2021: 51-55 - [c93]Yuma Koizumi, Shigeki Karita, Scott Wisdom, Hakan Erdogan, John R. Hershey, Llion Jones, Michiel Bacchiani:
DF-Conformer: Integrated Architecture of Conv-Tasnet and Conformer Using Linear Complexity Self-Attention for Speech Enhancement. WASPAA 2021: 161-165 - [c92]Eduardo Fonseca, Aren Jansen, Daniel P. W. Ellis, Scott Wisdom, Marco Tagliasacchi, John R. Hershey, Manoj Plakal, Shawn Hershey, R. Channing Moore, Xavier Serra:
Self-Supervised Learning from Automatically Separated Sound Scenes. WASPAA 2021: 251-255 - 2020
- [c91]Nicolas Turpault, Scott Wisdom, Hakan Erdogan, John R. Hershey, Romain Serizel, Eduardo Fonseca, Prem Seetharaman, Justin Salamon:
Improving Sound Event Detection in Domestic Environments using Sound Separation. DCASE 2020: 205-209 - [c90]Efthymios Tzinis, Scott Wisdom, John R. Hershey, Aren Jansen, Daniel P. W. Ellis:
Improving Universal Sound Separation Using Sound Classification. ICASSP 2020: 96-100 - [c89]Scott Wisdom, Efthymios Tzinis, Hakan Erdogan, Ron J. Weiss, Kevin W. Wilson, John R. Hershey:
Unsupervised Sound Separation Using Mixture Invariant Training. NeurIPS 2020 - 2019
- [c88]Jonathan Le Roux, Gordon Wichern, Shinji Watanabe, Andy M. Sarroff, John R. Hershey:
The Phasebook: Building Complex Masks via Discrete Representations for Source Separation. ICASSP 2019: 66-70 - [c87]Jonathan Le Roux, Scott Wisdom, Hakan Erdogan, John R. Hershey:
SDR - Half-baked or Well Done? ICASSP 2019: 626-630 - [c86]Scott Wisdom, John R. Hershey, Kevin W. Wilson, Jeremy Thorpe, Michael Chinen, Brian Patton, Rif A. Saurous:
Differentiable Consistency Constraints for Improved Deep Speech Enhancement. ICASSP 2019: 900-904 - [c85]Quan Wang, Hannah Muckenhirn, Kevin W. Wilson, Prashant Sridhar, Zelin Wu, John R. Hershey, Rif A. Saurous, Ron J. Weiss, Ye Jia, Ignacio López-Moreno:
VoiceFilter: Targeted Voice Separation by Speaker-Conditioned Spectrogram Masking. INTERSPEECH 2019: 2728-2732 - [c84]Hiroshi Seki, Takaaki Hori, Shinji Watanabe, Jonathan Le Roux, John R. Hershey:
End-to-End Multilingual Multi-Speaker Speech Recognition. INTERSPEECH 2019: 3755-3759 - [c83]Ilya Kavalerov, Scott Wisdom, Hakan Erdogan, Brian Patton, Kevin W. Wilson, Jonathan Le Roux, John R. Hershey:
Universal Sound Separation. WASPAA 2019: 175-179 - 2018
- [c82]Hiroshi Seki, Takaaki Hori, Shinji Watanabe, Jonathan Le Roux, John R. Hershey:
A Purely End-to-End System for Multi-speaker Speech Recognition. ACL (1) 2018: 2620-2630 - [c81]Zhong-Qiu Wang, Jonathan Le Roux, John R. Hershey:
Multi-Channel Deep Clustering: Discriminative Spectral and Spatial Embeddings for Speaker-Independent Speech Separation. ICASSP 2018: 1-5 - [c80]Zhong-Qiu Wang, Jonathan Le Roux, John R. Hershey:
Alternative Objective Functions for Deep Clustering. ICASSP 2018: 686-690 - [c79]Shane Settle, Jonathan Le Roux, Takaaki Hori, Shinji Watanabe, John R. Hershey:
End-to-End Multi-Speaker Speech Recognition. ICASSP 2018: 4819-4823 - [c78]Hiroshi Seki, Shinji Watanabe, Takaaki Hori, Jonathan Le Roux, John R. Hershey:
An End-to-End Language-Tracking Speech Recognizer for Mixed-Language Speech. ICASSP 2018: 4919-4923 - [c77]Tsubasa Ochiai, Shinji Watanabe, Shigeru Katagiri, Takaaki Hori, John R. Hershey:
Speaker Adaptation for Multichannel End-to-End Speech Recognition. ICASSP 2018: 6707-6711 - [c76]Zhong-Qiu Wang, Jonathan Le Roux, DeLiang Wang, John R. Hershey:
End-to-End Speech Separation with Unfolded Iterative Phase Reconstruction. INTERSPEECH 2018: 2708-2712 - [c75]Kevin W. Wilson, Michael Chinen, Jeremy Thorpe, Brian Patton, John R. Hershey, Rif A. Saurous, Jan Skoglund, Richard F. Lyon:
Exploring Tradeoffs in Models for Low-Latency Speech Enhancement. IWAENC 2018: 366-370 - 2017
- [c74]Takaaki Hori, Shinji Watanabe, John R. Hershey:
Joint CTC/attention decoding for end-to-end speech recognition. ACL (1) 2017: 518-529 - [c73]Shinji Watanabe, Takaaki Hori, John R. Hershey:
Language independent end-to-end architecture for joint language identification and speech recognition. ASRU 2017: 265-271 - [c72]Takaaki Hori, Shinji Watanabe, John R. Hershey:
Multi-level language modeling and decoding for open vocabulary end-to-end speech recognition. ASRU 2017: 287-293 - [c71]Chiori Hori, Takaaki Hori, Tim K. Marks, John R. Hershey:
Early and late integration of audio features for automatic video description. ASRU 2017: 430-436 - [c70]Yi Luo, Zhuo Chen, John R. Hershey, Jonathan Le Roux, Nima Mesgarani:
Deep clustering and conventional networks for music separation: Stronger together. ICASSP 2017: 61-65 - [c69]Zhong Meng, Shinji Watanabe, John R. Hershey, Hakan Erdogan:
Deep long short-term memory adaptive beamforming networks for multichannel robust speech recognition. ICASSP 2017: 271-275 - [c68]Shinji Watanabe, Takaaki Hori, Jonathan Le Roux, John R. Hershey:
Student-teacher network learning with enhanced features. ICASSP 2017: 5275-5279 - [c67]Chiori Hori, Takaaki Hori, Teng-Yok Lee, Ziming Zhang, Bret Harsham, John R. Hershey, Tim K. Marks, Kazuhiro Sumi:
Attention-Based Multimodal Fusion for Video Description. ICCV 2017: 4203-4212 - [c66]Tsubasa Ochiai, Shinji Watanabe, Takaaki Hori, John R. Hershey:
Multichannel End-to-end Speech Recognition. ICML 2017: 2632-2641 - 2016
- [c65]John R. Hershey, Zhuo Chen, Jonathan Le Roux, Shinji Watanabe:
Deep clustering: Discriminative embeddings for segmentation and separation. ICASSP 2016: 31-35 - [c64]Scott Wisdom, John R. Hershey, Jonathan Le Roux, Shinji Watanabe:
Deep unfolding for multichannel source separation. ICASSP 2016: 121-125 - [c63]Xiong Xiao, Shinji Watanabe, Hakan Erdogan, Liang Lu, John R. Hershey, Michael L. Seltzer, Guoguo Chen, Yu Zhang, Michael I. Mandel, Dong Yu:
Deep beamforming networks for multi-channel speech recognition. ICASSP 2016: 5745-5749 - [c62]Takaaki Hori, Chiori Hori, Shinji Watanabe, John R. Hershey:
Minimum word error training of long short-term memory recurrent neural network language models for speech recognition. ICASSP 2016: 5990-5994 - [c61]Chiori Hori, Shinji Watanabe, Takaaki Hori, Bret A. Harsham, John R. Hershey, Yusuke Koji, Youichi Fujii, Yuki Furumoto:
Driver confusion status detection using recurrent neural networks. ICME 2016: 1-6 - [c60]Yusuf Ziya Isik, Jonathan Le Roux, Zhuo Chen, Shinji Watanabe, John R. Hershey:
Single-Channel Multi-Speaker Separation Using Deep Clustering. INTERSPEECH 2016: 545-549 - [c59]Hakan Erdogan, John R. Hershey, Shinji Watanabe, Michael I. Mandel, Jonathan Le Roux:
Improved MVDR Beamforming Using Single-Channel Mask Prediction Networks. INTERSPEECH 2016: 1981-1985 - [c58]Chiori Hori, Takaaki Hori, Shinji Watanabe, John R. Hershey:
Context-Sensitive and Role-Dependent Spoken Language Understanding Using Bidirectional and Attention LSTMs. INTERSPEECH 2016: 3236-3240 - [c57]Scott Wisdom, Thomas Powers, John R. Hershey, Jonathan Le Roux, Les E. Atlas:
Full-Capacity Unitary Recurrent Neural Networks. NIPS 2016: 4880-4888 - [c56]Takaaki Hori, Hai Wang, Chiori Hori, Shinji Watanabe, Bret Harsham, Jonathan Le Roux, John R. Hershey, Yusuke Koji, Yi Jing, Zhaocheng Zhu, Takeyuki Aikawa:
Dialog state tracking with attention-based sequence-to-sequence learning. SLT 2016: 552-558 - 2015
- [c55]Takaaki Hori, Zhuo Chen, Hakan Erdogan, John R. Hershey, Jonathan Le Roux, Vikramjit Mitra, Shinji Watanabe:
The MERL/SRI system for the 3RD CHiME challenge using beamforming, robust feature extraction, and advanced speech recognition. ASRU 2015: 475-481 - [c54]Felix Weninger, Hakan Erdogan, Shinji Watanabe, Emmanuel Vincent, Jonathan Le Roux, John R. Hershey, Björn W. Schuller:
Speech Enhancement with LSTM Recurrent Neural Networks and its Application to Noise-Robust ASR. LVA/ICA 2015: 91-99 - [c53]Jonathan Le Roux, John R. Hershey, Felix Weninger:
Deep NMF for speech separation. ICASSP 2015: 66-70 - [c52]Hakan Erdogan, John R. Hershey, Shinji Watanabe, Jonathan Le Roux:
Phase-sensitive and recognition-boosted speech separation using deep recurrent neural networks. ICASSP 2015: 708-712 - [c51]Jonathan Le Roux, Emmanuel Vincent, John R. Hershey, Daniel P. W. Ellis:
Micbots: Collecting large realistic datasets for speech and audio research using mobile robots. ICASSP 2015: 5635-5639 - [c50]Zhuo Chen, Shinji Watanabe, Hakan Erdogan, John R. Hershey:
Speech enhancement and recognition using multi-task learning of long short-term memory recurrent neural networks. INTERSPEECH 2015: 3274-3278 - [c49]Ahmed Hussen Abdelaziz, Shinji Watanabe, John R. Hershey, Emmanuel Vincent, Dorothea Kolossa:
Uncertainty propagation through deep neural networks. INTERSPEECH 2015: 3561-3565 - 2014
- [c48]Yuuki Tachioka, Shinji Watanabe, Jonathan Le Roux, John R. Hershey:
Sequence discriminative training for low-rank deep neural networks. GlobalSIP 2014: 572-576 - [c47]Felix Weninger, John R. Hershey, Jonathan Le Roux, Björn W. Schuller:
Discriminatively trained recurrent neural networks for single-channel speech separation. GlobalSIP 2014: 577-581 - [c46]Hao Tang, Shinji Watanabe, Tim K. Marks, John R. Hershey:
Log-linear dialog manager. ICASSP 2014: 4092-4096 - [c45]Umut Simsekli, Jonathan Le Roux, John R. Hershey:
Non-negative source-filter dynamical system for speech enhancement. ICASSP 2014: 6206-6210 - [c44]Shinji Watanabe, John R. Hershey, Tim K. Marks, Youichi Fujii, Yusuke Koji:
Cost-level integration of statistical and rule-based dialog managers. INTERSPEECH 2014: 323-327 - [c43]Felix Weninger, Jonathan Le Roux, John R. Hershey, Shinji Watanabe:
Discriminative NMF and its application to single-channel source separation. INTERSPEECH 2014: 865-869 - [c42]Yuuki Tachioka, Shinji Watanabe, Jonathan Le Roux, John R. Hershey:
Sequential maximum mutual information linear discriminant analysis for speech recognition. INTERSPEECH 2014: 2415-2419 - 2013
- [c41]Yuuki Tachioka, Shinji Watanabe, Jonathan Le Roux, John R. Hershey:
A generalized discriminative training framework for system combination. ASRU 2013: 43-48 - [c40]Cédric Févotte, Jonathan Le Roux, John R. Hershey:
Non-negative dynamical system with application to speech and audio. ICASSP 2013: 3158-3162 - [c39]Jonathan Le Roux, Petros T. Boufounos, Kang Kang, John R. Hershey:
Source localization in reverberant environments using sparse optimization. ICASSP 2013: 4310-4314 - [c38]Yuuki Tachioka, Shinji Watanabe, John R. Hershey:
Effectiveness of discriminative training and feature transformation for reverberated and noisy speech. ICASSP 2013: 6935-6939 - [c37]Shinji Watanabe, John R. Hershey:
Stereo-based feature enhancement using dictionary learning. ICASSP 2013: 7073-7077 - [c36]Koichiro Yoshino, Shinji Watanabe, Jonathan Le Roux, John R. Hershey:
Statistical Dialogue Management using Intention Dependency Graph. IJCNLP 2013: 962-966 - [c35]Jonathan Le Roux, Shinji Watanabe, John R. Hershey:
Ensemble learning for speech enhancement. WASPAA 2013: 1-4 - [c34]Umut Simsekli, Jonathan Le Roux, John R. Hershey:
Hierarchical and coupled non-negative dynamical systems with application to audio modeling. WASPAA 2013: 1-4 - 2012
- [c33]Jonathan Le Roux, John R. Hershey:
Indirect model-based speech enhancement. ICASSP 2012: 4045-4048 - 2011
- [c32]Xin Chen, Xiaodong Cui, Jian Xue, Peder A. Olsen, John R. Hershey, Bowen Zhou, Yunxin Zhao:
Clustering of bootstrapped acoustic model with full covariance. ICASSP 2011: 4496-4499 - [c31]Xiaodong Cui, Xin Chen, Jian Xue, Peder A. Olsen, John R. Hershey, Bowen Zhou:
Acoustic Modeling with Bootstrap and Restructuring Based on Full Covariance. INTERSPEECH 2011: 1697-1700 - [c30]Yuichi Taguchi, Tim K. Marks, John R. Hershey:
Entropy-based motion selection for touch-based registration using Rao-Blackwellized particle filtering. IROS 2011: 4690-4697 - 2010
- [c29]Pierre L. Dognin, John R. Hershey, Vaibhava Goel, Peder A. Olsen:
Restructuring exponential family mixture models. INTERSPEECH 2010: 62-65 - [c28]John R. Hershey, Peder A. Olsen, Steven J. Rennie:
Signal interaction and the devil function. INTERSPEECH 2010: 334-337 - [c27]Peder A. Olsen, Vaibhava Goel, Charles A. Micchelli, John R. Hershey:
Modeling posterior probabilities using the linear exponential family. INTERSPEECH 2010: 2994-2997 - 2009
- [c26]Steven J. Rennie, John R. Hershey, Peder A. Olsen:
Hierarchical variational loopy belief propagation for multi-talker speech recognition. ASRU 2009: 176-181 - [c25]Pierre L. Dognin, Vaibhava Goel, John R. Hershey, Peder A. Olsen:
A fast, accurate approximation to log likelihood of Gaussian mixture models. ICASSP 2009: 3817-3820 - [c24]Steven J. Rennie, John R. Hershey, Peder A. Olsen:
Single-channel speech separation and recognition using loopy belief propagation. ICASSP 2009: 3845-3848 - [c23]Pierre L. Dognin, John R. Hershey, Vaibhava Goel, Peder A. Olsen:
Refactoring acoustic models using variational density approximation. ICASSP 2009: 4473-4476 - [c22]Pierre L. Dognin, John R. Hershey, Vaibhava Goel, Peder A. Olsen:
Refactoring acoustic models using variational expectation-maximization. INTERSPEECH 2009: 212-215 - [c21]Steven J. Rennie, John R. Hershey, Peder A. Olsen:
Variational loopy belief propagation for multi-talker speech recognition. INTERSPEECH 2009: 1331-1334 - 2008
- [c20]Steven J. Rennie, John R. Hershey, Peder A. Olsen:
Efficient model-based speech separation and denoising using non-negative subspace analysis. ICASSP 2008: 1833-1836 - [c19]Jia-Yu Chen, John R. Hershey, Peder A. Olsen, Emmanuel Yashchin:
Accelerated Monte Carlo for Kullback-Leibler divergence between Gaussian mixture models. ICASSP 2008: 4553-4556 - [c18]John R. Hershey, Peder A. Olsen:
Variational Bhattacharyya divergence for hidden Markov models. ICASSP 2008: 4557-4560 - [c17]Binit Mohanty, John R. Hershey, Peder A. Olsen, Suleyman Serdar Kozat, Vaibhava Goel:
Optimizing speech recognition grammars using a measure of similarity between hidden Markov models. ICASSP 2008: 4953-4956 - 2007
- [c16]John R. Hershey, Peder A. Olsen, Steven J. Rennie:
Variational Kullback-Leibler divergence for Hidden Markov models. ASRU 2007: 323-328 - [c15]John R. Hershey, Peder A. Olsen:
Approximating the Kullback Leibler Divergence Between Gaussian Mixture Models. ICASSP (4) 2007: 317-320 - [c14]Peder A. Olsen, John R. Hershey:
Bhattacharyya error and divergence using variational importance sampling. INTERSPEECH 2007: 46-49 - [c13]Jia-Yu Chen, Peder A. Olsen, John R. Hershey:
Word confusability - measuring hidden Markov model similarity. INTERSPEECH 2007: 2089-2092 - 2006
- [c12]Trausti T. Kristjansson, John R. Hershey, Peder A. Olsen, Steven J. Rennie, Ramesh A. Gopinath:
Super-human multi-talker speech recognition: the IBM 2006 speech separation challenge system. INTERSPEECH 2006 - [c11]Steven J. Rennie, Peder A. Olsen, John R. Hershey, Trausti T. Kristjansson:
The Iroquois model: using temporal dynamics to separate speakers. SAPA@INTERSPEECH 2006: 24-30 - [c10]John R. Hershey, Trausti T. Kristjansson, Steven J. Rennie, Peder A. Olsen:
Single Channel Speech Separation Using Factorial Dynamics. NIPS 2006: 593-600 - 2004
- [c9]Tim K. Marks, John R. Hershey, J. Cooper Roddey, Javier R. Movellan:
3D Tracking of Morphable Objects Using Conditionally Gaussian Nonlinear Filters. CVPR Workshops 2004: 190 - [c8]Trausti T. Kristjansson, Hagai Attias, John R. Hershey:
Stereo Based 3D Tracking and Scene Learning, Employing Particle Filtering within EM. ECCV (4) 2004: 546-559 - [c7]John R. Hershey, Hagai Attias, Nebojsa Jojic, Trausti T. Kristjansson:
Audio-visual graphical models for speech processing. ICASSP (5) 2004: 649-652 - [c6]Trausti T. Kristjansson, Hagai Attias, John R. Hershey:
Single microphone source separation using high resolution signal reconstruction. ICASSP (2) 2004: 817-820 - [c5]John R. Hershey, Trausti T. Kristjansson, Zhengyou Zhang:
Model-based fusion of bone and air sensors for speech enhancement and robust speech recognition. SAPA@INTERSPEECH 2004: 139 - [c4]Tim K. Marks, John R. Hershey, J. Cooper Roddey, Javier R. Movellan:
Joint Tracking of Pose, Expression, and Texture using Conditionally Gaussian Filters. NIPS 2004: 889-896 - 2001
- [c3]John R. Hershey, Michael Casey:
Audio-Visual Sound Separation Via Hidden Markov Models. NIPS 2001: 1173-1180 - 2000
- [c2]Irina F. Gorodnitsky, John R. Hershey:
A Low-Level Cortical Perception Model with Applications to Image Analysis. ICIP 2000: 308-311 - 1999
- [c1]John R. Hershey, Javier R. Movellan:
Audio Vision: Using Audio-Visual Synchrony to Locate Sounds. NIPS 1999: 813-819
Parts in Books or Collections
- 2017
- [p6]Shinji Watanabe, Marc Delcroix, Florian Metze, John R. Hershey:
Preliminaries. New Era for Robust Speech Recognition, Exploiting Deep Learning 2017: 3-17 - [p5]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. New Era for Robust Speech Recognition, Exploiting Deep Learning 2017: 79-104 - [p4]John R. Hershey, Jonathan Le Roux, Shinji Watanabe, Scott Wisdom, Zhuo Chen, Yusuf Ziya Isik:
Novel Deep Architectures in Speech Processing. New Era for Robust Speech Recognition, Exploiting Deep Learning 2017: 135-164 - [p3]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. New Era for Robust Speech Recognition, Exploiting Deep Learning 2017: 165-186 - [p2]Shinji Watanabe, Takaaki Hori, Yajie Miao, Marc Delcroix, Florian Metze, John R. Hershey:
Toolkits for Robust Speech Processing. New Era for Robust Speech Recognition, Exploiting Deep Learning 2017: 369-382 - 2012
- [p1]John R. Hershey, Steven J. Rennie, Jonathan Le Roux:
Factorial Models for Noise Robust Speech Recognition. Techniques for Noise Robustness in Automatic Speech Recognition 2012: 311-345
Editorship
- 2017
- [e1]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 [contents]
Informal and Other Publications
- 2024
- [i41]Simon Leglaive, Matthieu Fraticelli, Hend Elghazaly, Léonie Borne, Mostafa Sadeghi, Scott Wisdom, Manuel Pariente, John R. Hershey, Daniel Pressnitzer, Jon P. Barker:
Objective and subjective evaluation of speech enhancement methods in the UDASE task of the 7th CHiME challenge. CoRR abs/2402.01413 (2024) - [i40]Mark Hamilton, Andrew Zisserman, John R. Hershey, William T. Freeman:
Separating the "Chirp" from the "Chat": Self-supervised Visual Grounding of Sound and Language. CoRR abs/2406.05629 (2024) - 2023
- [i39]Pradyumna Reddy, Scott Wisdom, Klaus Greff, John R. Hershey, Thomas Kipf:
AudioSlots: A slot-centric generative model for audio separation. CoRR abs/2305.05591 (2023) - [i38]Cong Han, Kevin W. Wilson, Scott Wisdom, John R. Hershey:
Unsupervised Multi-channel Separation and Adaptation. CoRR abs/2305.11151 (2023) - [i37]Simon Leglaive, Léonie Borne, Efthymios Tzinis, Mostafa Sadeghi, Matthieu Fraticelli, Scott Wisdom, Manuel Pariente, Daniel Pressnitzer, John R. Hershey:
The CHiME-7 UDASE task: Unsupervised domain adaptation for conversational speech enhancement. CoRR abs/2307.03533 (2023) - [i36]Hakan Erdogan, Scott Wisdom, Xuankai Chang, Zalán Borsos, Marco Tagliasacchi, Neil Zeghidour, John R. Hershey:
TokenSplit: Using Discrete Speech Representations for Direct, Refined, and Transcript-Conditioned Speech Separation and Recognition. CoRR abs/2308.10415 (2023) - 2022
- [i35]Hannah Muckenhirn, Aleksandr Safin, Hakan Erdogan, Felix de Chaumont Quitry, Marco Tagliasacchi, Scott Wisdom, John R. Hershey:
CycleGAN-Based Unpaired Speech Dereverberation. CoRR abs/2203.15652 (2022) - [i34]Katharine Patterson, Kevin W. Wilson, Scott Wisdom, John R. Hershey:
Distance-Based Sound Separation. CoRR abs/2207.00562 (2022) - [i33]Efthymios Tzinis, Scott Wisdom, Tal Remez, John R. Hershey:
AudioScopeV2: Audio-Visual Attention Architectures for Calibrated Open-Domain On-Screen Sound Separation. CoRR abs/2207.10141 (2022) - 2021
- [i32]Soumi Maiti, Hakan Erdogan, Kevin W. Wilson, Scott Wisdom, Shinji Watanabe, John R. Hershey:
End-to-End Diarization for Variable Number of Speakers with Local-Global Networks and Discriminative Speaker Embeddings. CoRR abs/2105.02096 (2021) - [i31]Eduardo Fonseca, Aren Jansen, Daniel P. W. Ellis, Scott Wisdom, Marco Tagliasacchi, John R. Hershey, Manoj Plakal, Shawn Hershey, R. Channing Moore, Xavier Serra:
Self-Supervised Learning from Automatically Separated Sound Scenes. CoRR abs/2105.02132 (2021) - [i30]Scott Wisdom, Aren Jansen, Ron J. Weiss, Hakan Erdogan, John R. Hershey:
Sparse, Efficient, and Semantic Mixture Invariant Training: Taming In-the-Wild Unsupervised Sound Separation. CoRR abs/2106.00847 (2021) - [i29]Efthymios Tzinis, Scott Wisdom, Tal Remez, John R. Hershey:
Improving On-Screen Sound Separation for Open Domain Videos with Audio-Visual Self-attention. CoRR abs/2106.09669 (2021) - [i28]Yuma Koizumi, Shigeki Karita, Scott Wisdom, Hakan Erdogan, John R. Hershey, Llion Jones, Michiel Bacchiani:
DF-Conformer: Integrated architecture of Conv-TasNet and Conformer using linear complexity self-attention for speech enhancement. CoRR abs/2106.15813 (2021) - [i27]Aswin Sivaraman, Scott Wisdom, Hakan Erdogan, John R. Hershey:
Adapting Speech Separation to Real-World Meetings Using Mixture Invariant Training. CoRR abs/2110.10739 (2021) - 2020
- [i26]Scott Wisdom, Efthymios Tzinis, Hakan Erdogan, Ron J. Weiss, Kevin W. Wilson, John R. Hershey:
Unsupervised Sound Separation Using Mixtures of Mixtures. CoRR abs/2006.12701 (2020) - [i25]Nicolas Turpault, Scott Wisdom, Hakan Erdogan, John R. Hershey, Romain Serizel, Eduardo Fonseca, Prem Seetharaman, Justin Salamon:
Improving Sound Event Detection In Domestic Environments Using Sound Separation. CoRR abs/2007.03932 (2020) - [i24]Nicolas Turpault, Romain Serizel, Scott Wisdom, Hakan Erdogan, John R. Hershey, Eduardo Fonseca, Prem Seetharaman, Justin Salamon:
Sound Event Detection and Separation: a Benchmark on Desed Synthetic Soundscapes. CoRR abs/2011.00801 (2020) - [i23]Scott Wisdom, Hakan Erdogan, Daniel P. W. Ellis, Romain Serizel, Nicolas Turpault, Eduardo Fonseca, Justin Salamon, Prem Seetharaman, John R. Hershey:
What's All the FUSS About Free Universal Sound Separation Data? CoRR abs/2011.00803 (2020) - [i22]Efthymios Tzinis, Scott Wisdom, Aren Jansen, Shawn Hershey, Tal Remez, Daniel P. W. Ellis, John R. Hershey:
Into the Wild with AudioScope: Unsupervised Audio-Visual Separation of On-Screen Sounds. CoRR abs/2011.01143 (2020) - [i21]Desh Raj, Pavel Denisov, Zhuo Chen, Hakan Erdogan, Zili Huang, Mao-Kui He, Shinji Watanabe, Jun Du, Takuya Yoshioka, Yi Luo, Naoyuki Kanda, Jinyu Li, Scott Wisdom, John R. Hershey:
Integration of speech separation, diarization, and recognition for multi-speaker meetings: System description, comparison, and analysis. CoRR abs/2011.02014 (2020) - [i20]Cong Han, Yi Luo, Chenda Li, Tianyan Zhou, Keisuke Kinoshita, Shinji Watanabe, Marc Delcroix, Hakan Erdogan, John R. Hershey, Nima Mesgarani, Zhuo Chen:
Continuous Speech Separation Using Speaker Inventory for Long Multi-talker Recording. CoRR abs/2012.09727 (2020) - 2019
- [i19]Ilya Kavalerov, Scott Wisdom, Hakan Erdogan, Brian Patton, Kevin W. Wilson, Jonathan Le Roux, John R. Hershey:
Universal Sound Separation. CoRR abs/1905.03330 (2019) - [i18]Efthymios Tzinis, Scott Wisdom, John R. Hershey, Aren Jansen, Daniel P. W. Ellis:
Improving Universal Sound Separation Using Sound Classification. CoRR abs/1911.07951 (2019) - [i17]Zhong-Qiu Wang, Scott Wisdom, Kevin W. Wilson, John R. Hershey:
Alternating Between Spectral and Spatial Estimation for Speech Separation and Enhancement. CoRR abs/1911.07953 (2019) - 2018
- [i16]Zhong-Qiu Wang, Jonathan Le Roux, DeLiang Wang, John R. Hershey:
End-to-End Speech Separation with Unfolded Iterative Phase Reconstruction. CoRR abs/1804.10204 (2018) - [i15]Hiroshi Seki, Takaaki Hori, Shinji Watanabe, Jonathan Le Roux, John R. Hershey:
A Purely End-to-end System for Multi-speaker Speech Recognition. CoRR abs/1805.05826 (2018) - [i14]Jonathan Le Roux, Gordon Wichern, Shinji Watanabe, Andy M. Sarroff, John R. Hershey:
Phasebook and Friends: Leveraging Discrete Representations for Source Separation. CoRR abs/1810.01395 (2018) - [i13]Quan Wang, Hannah Muckenhirn, Kevin W. Wilson, Prashant Sridhar, Zelin Wu, John R. Hershey, Rif A. Saurous, Ron J. Weiss, Ye Jia, Ignacio López-Moreno:
VoiceFilter: Targeted Voice Separation by Speaker-Conditioned Spectrogram Masking. CoRR abs/1810.04826 (2018) - [i12]Jonathan Le Roux, Scott Wisdom, Hakan Erdogan, John R. Hershey:
SDR - half-baked or well done? CoRR abs/1811.02508 (2018) - [i11]Kevin W. Wilson, Michael Chinen, Jeremy Thorpe, Brian Patton, John R. Hershey, Rif A. Saurous, Jan Skoglund, Richard F. Lyon:
Exploring Tradeoffs in Models for Low-latency Speech Enhancement. CoRR abs/1811.07030 (2018) - [i10]Scott Wisdom, John R. Hershey, Kevin W. Wilson, Jeremy Thorpe, Michael Chinen, Brian Patton, Rif A. Saurous:
Differentiable Consistency Constraints for Improved Deep Speech Enhancement. CoRR abs/1811.08521 (2018) - 2017
- [i9]Chiori Hori, Takaaki Hori, Teng-Yok Lee, Kazuhiro Sumi, John R. Hershey, Tim K. Marks:
Attention-Based Multimodal Fusion for Video Description. CoRR abs/1701.03126 (2017) - [i8]Tsubasa Ochiai, Shinji Watanabe, Takaaki Hori, John R. Hershey:
Multichannel End-to-end Speech Recognition. CoRR abs/1703.04783 (2017) - [i7]Zhong Meng, Shinji Watanabe, John R. Hershey, Hakan Erdogan:
Deep Long Short-Term Memory Adaptive Beamforming Networks For Multichannel Robust Speech Recognition. CoRR abs/1711.08016 (2017) - 2016
- [i6]Oncel Tuzel, Yuichi Taguchi, John R. Hershey:
Global-Local Face Upsampling Network. CoRR abs/1603.07235 (2016) - [i5]Yusuf Ziya Isik, Jonathan Le Roux, Zhuo Chen, Shinji Watanabe, John R. Hershey:
Single-Channel Multi-Speaker Separation using Deep Clustering. CoRR abs/1607.02173 (2016) - [i4]Scott Wisdom, Thomas Powers, John R. Hershey, Jonathan Le Roux, Les E. Atlas:
Full-Capacity Unitary Recurrent Neural Networks. CoRR abs/1611.00035 (2016) - [i3]Yi Luo, Zhuo Chen, John R. Hershey, Jonathan Le Roux, Nima Mesgarani:
Deep Clustering and Conventional Networks for Music Separation: Stronger Together. CoRR abs/1611.06265 (2016) - 2015
- [i2]John R. Hershey, Zhuo Chen, Jonathan Le Roux, Shinji Watanabe:
Deep clustering: Discriminative embeddings for segmentation and separation. CoRR abs/1508.04306 (2015) - 2014
- [i1]John R. Hershey, Jonathan Le Roux, Felix Weninger:
Deep Unfolding: Model-Based Inspiration of Novel Deep Architectures. CoRR abs/1409.2574 (2014)
Coauthor Index
[j10] [j9] [j8] [j7] [j6] [c99] [c97] [c96] [c95] [c88] [c84] [c82] [c79] [c78] [c77] [c74] [c73] [c72] [c69] [c68] [c66] [c65] [c64] [c63] [c62] [c61] [c60] [c59] [c58] [c56] [c55] [c54] [c52] [c50] [c49] [c48] [c46] [c44] [c43] [c42] [c41] [c38] [c37] [c36] [c35] [p6] [p5] [p4] [p3] [p2] [e1] [i32] [i21] [i20] [i15] [i14] [i8] [i7] [i5] [i2]
[j12] [c109] [c108] [c107] [c106] [c105] [c104] [c103] [c102] [c101] [c100] [c99] [c98] [c96] [c95] [c94] [c93] [c92] [c91] [c90] [c89] [c87] [c86] [c83] [c64] [c57] [p4] [i41] [i39] [i38] [i37] [i36] [i35] [i34] [i33] [i32] [i31] [i30] [i29] [i28] [i27] [i26] [i25] [i24] [i23] [i22] [i21] [i19] [i18] [i17] [i12] [i10] [i4]
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