Jonathan Le Roux

According to our database, Jonathan Le Roux authored at least 149 papers between 2002 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2024

TS-SEP: Joint Diarization and Separation Conditioned on Estimated Speaker Embeddings.

Christoph Böddeker, Aswin Shanmugam Subramanian, Gordon Wichern, Reinhold Haeb-Umbach, Jonathan Le Roux

IEEE ACM Trans. Audio Speech Lang. Process., 2024

NIIRF: Neural IIR Filter Field for HRTF Upsampling and Personalization.

Yoshiki Masuyama, Gordon Wichern, François G. Germain, Zexu Pan, Sameer Khurana, Chiori Hori, Jonathan Le Roux

CoRR, 2024

GLA-Grad: A Griffin-Lim Extended Waveform Generation Diffusion Model.

Haocheng Liu, Teysir Baoueb, Mathieu Fontaine, Jonathan Le Roux, Gaël Richard

CoRR, 2024

SpecDiff-GAN: A Spectrally-Shaped Noise Diffusion GAN for Speech and Music Synthesis.

Teysir Baoueb, Haocheng Liu, Mathieu Fontaine, Jonathan Le Roux, Gaël Richard

CoRR, 2024

2023

STFT-Domain Neural Speech Enhancement With Very Low Algorithmic Latency.

Zhong-Qiu Wang, Gordon Wichern, Shinji Watanabe, Jonathan Le Roux

IEEE ACM Trans. Audio Speech Lang. Process., 2023

Tackling the Cocktail Fork Problem for Separation and Transcription of Real-World Soundtracks.

Darius Petermann, Gordon Wichern, Aswin Shanmugam Subramanian, Zhong-Qiu Wang, Jonathan Le Roux

IEEE ACM Trans. Audio Speech Lang. Process., 2023

NeuroHeed+: Improving Neuro-steered Speaker Extraction with Joint Auditory Attention Detection.

Zexu Pan, Gordon Wichern, François G. Germain, Sameer Khurana, Jonathan Le Roux

CoRR, 2023

Generation or Replication: Auscultating Audio Latent Diffusion Models.

Dimitrios Bralios, Gordon Wichern, François G. Germain, Zexu Pan, Sameer Khurana, Chiori Hori, Jonathan Le Roux

CoRR, 2023

Improving Audio Captioning Models with Fine-grained Audio Features, Text Embedding Supervision, and LLM Mix-up Augmentation.

Shih-Lun Wu, Xuankai Chang, Gordon Wichern, Jee-weon Jung, François G. Germain, Jonathan Le Roux, Shinji Watanabe

CoRR, 2023

The Sound Demixing Challenge 2023 - Cinematic Demixing Track.

Stefan Uhlich, Giorgio Fabbro, Masato Hirano, Shusuke Takahashi, Gordon Wichern, Jonathan Le Roux, Dipam Chakraborty, Sharada P. Mohanty, Kai Li, Yi Luo, Jianwei Yu, Rongzhi Gu, Roman A. Solovyev, Alexander L. Stempkovskiy, Tatiana Habruseva, Mikhail Sukhovei, Yuki Mitsufuji

CoRR, 2023

Style-transfer based Speech and Audio-visual Scene Understanding for Robot Action Sequence Acquisition from Videos.

Chiori Hori, Puyuan Peng, David Harwath, Xinyu Liu, Kei Ota, Siddarth Jain, Radu Corcodel, Devesh K. Jha, Diego Romeres, Jonathan Le Roux

CoRR, 2023

Pac-HuBERT: Self-Supervised Music Source Separation via Primitive Auditory Clustering and Hidden-Unit BERT.

Ke Chen, Gordon Wichern, François G. Germain, Jonathan Le Roux

CoRR, 2023

Location as Supervision for Weakly Supervised Multi-Channel Source Separation of Machine Sounds.

Ricardo Falcón Pérez, Gordon Wichern, François G. Germain, Jonathan Le Roux

Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2023

Hyperbolic Unsupervised Anomalous Sound Detection.

François G. Germain, Gordon Wichern, Jonathan Le Roux

Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2023

Cold Diffusion for Speech Enhancement.

Hao Yen, François G. Germain, Gordon Wichern, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2023

Optimal Condition Training for Target Source Separation.

Efthymios Tzinis, Gordon Wichern, Paris Smaragdis, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2023

Hyperbolic Audio Source Separation.

Darius Petermann, Gordon Wichern, Aswin Shanmugam Subramanian, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2023

Paᗧ-HuBERT: Self-Supervised Music Source Separation Via Primitive Auditory Clustering And Hidden-Unit Bert.

Ke Chen, Gordon Wichern, François G. Germain, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2023

Latent Iterative Refinement for Modular Source Separation.

Dimitrios Bralios, Efthymios Tzinis, Gordon Wichern, Paris Smaragdis, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2023

Reverberation as Supervision For Speech Separation.

Rohith Aralikatti, Christoph Böddeker, Gordon Wichern, Aswin Shanmugam Subramanian, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2023

Scenario-Aware Audio-Visual TF-Gridnet for Target Speech Extraction.

Zexu Pan, Gordon Wichern, Yoshiki Masuyama, François G. Germain, Sameer Khurana, Chiori Hori, Jonathan Le Roux

Proceedings of the IEEE Automatic Speech Recognition and Understanding Workshop, 2023

2022

Momentum Pseudo-Labeling: Semi-Supervised ASR With Continuously Improving Pseudo-Labels.

Yosuke Higuchi, Niko Moritz, Jonathan Le Roux, Takaaki Hori

IEEE J. Sel. Top. Signal Process., 2022

Towards End-to-end Speaker Diarization in the Wild.

Zexu Pan, Gordon Wichern, François G. Germain, Aswin Shanmugam Subramanian, Jonathan Le Roux

CoRR, 2022

Heterogeneous Target Speech Separation.

Efthymios Tzinis, Gordon Wichern, Aswin Shanmugam Subramanian, Paris Smaragdis, Jonathan Le Roux

Proceedings of the Interspeech 2022, 2022

Low-Latency Online Streaming VideoQA Using Audio-Visual Transformers.

Chiori Hori, Takaaki Hori, Jonathan Le Roux

Proceedings of the Interspeech 2022, 2022

Locate This, Not that: Class-Conditioned Sound Event DOA Estimation.

Olga Slizovskaia, Gordon Wichern, Zhong-Qiu Wang, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2022

Audio-Visual Scene-Aware Dialog and Reasoning Using Audio-Visual Transformers with Joint Student-Teacher Learning.

Ankit P. Shah, Shijie Geng, Peng Gao, Anoop Cherian, Takaaki Hori, Tim K. Marks, Jonathan Le Roux, Chiori Hori

Proceedings of the IEEE International Conference on Acoustics, 2022

The Cocktail Fork Problem: Three-Stem Audio Separation for Real-World Soundtracks.

Darius Petermann, Gordon Wichern, Zhong-Qiu Wang, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2022

Sequence Transduction with Graph-Based Supervision.

Niko Moritz, Takaaki Hori, Shinji Watanabe, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2022

Advancing Momentum Pseudo-Labeling with Conformer and Initialization Strategy.

Yosuke Higuchi, Niko Moritz, Jonathan Le Roux, Takaaki Hori

Proceedings of the IEEE International Conference on Acoustics, 2022

Extended Graph Temporal Classification for Multi-Speaker End-to-End ASR.

Xuankai Chang, Niko Moritz, Takaaki Hori, Shinji Watanabe, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2022

Improved Domain Generalization via Disentangled Multi-Task Learning in Unsupervised Anomalous Sound Detection.

Satvik Venkatesh, Gordon Wichern, Aswin Shanmugam Subramanian, Jonathan Le Roux

Proceedings of the 7th Workshop on Detection and Classification of Acoustic Scenes and Events 2022, 2022

(2.5+1)D Spatio-Temporal Scene Graphs for Video Question Answering.

Anoop Cherian, Chiori Hori, Tim K. Marks, Jonathan Le Roux

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021

Convolutive Prediction for Monaural Speech Dereverberation and Noisy-Reverberant Speaker Separation.

Zhong-Qiu Wang, Gordon Wichern, Jonathan Le Roux

IEEE ACM Trans. Audio Speech Lang. Process., 2021

On the Compensation Between Magnitude and Phase in Speech Separation.

Zhong-Qiu Wang, Gordon Wichern, Jonathan Le Roux

IEEE Signal Process. Lett., 2021

Leveraging Low-Distortion Target Estimates for Improved Speech Enhancement.

Zhong-Qiu Wang, Gordon Wichern, Jonathan Le Roux

CoRR, 2021

Optimizing Latency for Online Video CaptioningUsing Audio-Visual Transformers.

Chiori Hori, Takaaki Hori, Jonathan Le Roux

CoRR, 2021

Anomalous Sound Detection Using Attentive Neural Processes.

Gordon Wichern, Ankush Chakrabarty, Zhong-Qiu Wang, Jonathan Le Roux

Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2021

Convolutive Prediction for Reverberant Speech Separation.

Zhong-Qiu Wang, Gordon Wichern, Jonathan Le Roux

Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2021

Dual Causal/Non-Causal Self-Attention for Streaming End-to-End Speech Recognition.

Niko Moritz, Takaaki Hori, Jonathan Le Roux

Proceedings of the Interspeech 2021, 22nd Annual Conference of the International Speech Communication Association, Brno, Czechia, 30 August, 2021

Advanced Long-Context End-to-End Speech Recognition Using Context-Expanded Transformers.

Takaaki Hori, Niko Moritz, Chiori Hori, Jonathan Le Roux

Proceedings of the Interspeech 2021, 22nd Annual Conference of the International Speech Communication Association, Brno, Czechia, 30 August, 2021

Optimizing Latency for Online Video Captioning Using Audio-Visual Transformers.

Chiori Hori, Takaaki Hori, Jonathan Le Roux

Proceedings of the Interspeech 2021, 22nd Annual Conference of the International Speech Communication Association, Brno, Czechia, 30 August, 2021

Momentum Pseudo-Labeling for Semi-Supervised Speech Recognition.

Yosuke Higuchi, Niko Moritz, Jonathan Le Roux, Takaaki Hori

Proceedings of the Interspeech 2021, 22nd Annual Conference of the International Speech Communication Association, Brno, Czechia, 30 August, 2021

Visual Scene Graphs for Audio Source Separation.

Moitreya Chatterjee, Jonathan Le Roux, Narendra Ahuja, Anoop Cherian

Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

Semi-Supervised Speech Recognition Via Graph-Based Temporal Classification.

Niko Moritz, Takaaki Hori, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2021

Capturing Multi-Resolution Context by Dilated Self-Attention.

Niko Moritz, Takaaki Hori, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2021

Unsupervised Domain Adaptation for Speech Recognition via Uncertainty Driven Self-Training.

Sameer Khurana, Niko Moritz, Takaaki Hori, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2021

Transcription Is All You Need: Learning To Separate Musical Mixtures With Score As Supervision.

Yun-Ning Hung, Gordon Wichern, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2021

Dynamic Graph Representation Learning for Video Dialog via Multi-Modal Shuffled Transformers.

Shijie Geng, Peng Gao, Moitreya Chatterjee, Chiori Hori, Jonathan Le Roux, Yongfeng Zhang, Hongsheng Li, Anoop Cherian

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

Finding Strength in Weakness: Learning to Separate Sounds With Weak Supervision.

Fatemeh Pishdadian, Gordon Wichern, Jonathan Le Roux

IEEE ACM Trans. Audio Speech Lang. Process., 2020

Multi-Pass Transformer for Machine Translation.

Peng Gao, Chiori Hori, Shijie Geng, Takaaki Hori, Jonathan Le Roux

CoRR, 2020

Spatio-Temporal Scene Graphs for Video Dialog.

Shijie Geng, Peng Gao, Chiori Hori, Jonathan Le Roux, Anoop Cherian

CoRR, 2020

Autoclip: Adaptive Gradient Clipping for Source Separation Networks.

Prem Seetharaman, Gordon Wichern, Bryan Pardo, Jonathan Le Roux

Proceedings of the 30th IEEE International Workshop on Machine Learning for Signal Processing, 2020

Hierarchical Musical Instrument Separation.

Ethan Manilow, Gordon Wichern, Jonathan Le Roux

Proceedings of the 21th International Society for Music Information Retrieval Conference, 2020

All-in-One Transformer: Unifying Speech Recognition, Audio Tagging, and Event Detection.

Niko Moritz, Gordon Wichern, Takaaki Hori, Jonathan Le Roux

Proceedings of the Interspeech 2020, 2020

Detecting Audio Attacks on ASR Systems with Dropout Uncertainty.

Tejas Jayashankar, Jonathan Le Roux, Pierre Moulin

Proceedings of the Interspeech 2020, 2020

Transformer-Based Long-Context End-to-End Speech Recognition.

Takaaki Hori, Niko Moritz, Chiori Hori, Jonathan Le Roux

Proceedings of the Interspeech 2020, 2020

Unsupervised Speaker Adaptation Using Attention-Based Speaker Memory for End-to-End ASR.

Leda Sari, Niko Moritz, Takaaki Hori, Jonathan Le Roux

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Learning to Separate Sounds from Weakly Labeled Scenes.

Fatemeh Pishdadian, Gordon Wichern, Jonathan Le Roux

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Streaming Automatic Speech Recognition with the Transformer Model.

Niko Moritz, Takaaki Hori, Jonathan Le Roux

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

WHAMR!: Noisy and Reverberant Single-Channel Speech Separation.

Matthew Maciejewski, Gordon Wichern, Emmett McQuinn, Jonathan Le Roux

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

End-To-End Multi-Speaker Speech Recognition With Transformer.

Xuankai Chang, Wangyou Zhang, Yanmin Qian, Jonathan Le Roux, Shinji Watanabe

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

2019

Phasebook and Friends: Leveraging Discrete Representations for Source Separation.

Jonathan Le Roux, Gordon Wichern, Shinji Watanabe, Andy M. Sarroff, John R. Hershey

IEEE J. Sel. Top. Signal Process., 2019

Bootstrapping deep music separation from primitive auditory grouping principles.

Prem Seetharaman, Gordon Wichern, Jonathan Le Roux, Bryan Pardo

CoRR, 2019

Cutting Music Source Separation Some Slakh: A Dataset to Study the Impact of Training Data Quality and Quantity.

Ethan Manilow, Gordon Wichern, Prem Seetharaman, Jonathan Le Roux

Proceedings of the 2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2019

Universal Sound Separation.

Ilya Kavalerov, Scott Wisdom, Hakan Erdogan, Brian Patton, Kevin W. Wilson, Jonathan Le Roux, John R. Hershey

Proceedings of the 2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2019

WHAM!: Extending Speech Separation to Noisy Environments.

Gordon Wichern, Joe Antognini, Michael Flynn, Licheng Richard Zhu, Emmett McQuinn, Dwight Crow, Ethan Manilow, Jonathan Le Roux

Proceedings of the Interspeech 2019, 2019

End-to-End Multilingual Multi-Speaker Speech Recognition.

Hiroshi Seki, Takaaki Hori, Shinji Watanabe, Jonathan Le Roux, John R. Hershey

Proceedings of the Interspeech 2019, 2019

Vectorized Beam Search for CTC-Attention-Based Speech Recognition.

Hiroshi Seki, Takaaki Hori, Shinji Watanabe, Niko Moritz, Jonathan Le Roux

Proceedings of the Interspeech 2019, 2019

Unidirectional Neural Network Architectures for End-to-End Automatic Speech Recognition.

Niko Moritz, Takaaki Hori, Jonathan Le Roux

Proceedings of the Interspeech 2019, 2019

Class-conditional Embeddings for Music Source Separation.

Prem Seetharaman, Gordon Wichern, Shrikant Venkataramani, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2019

Bootstrapping Single-channel Source Separation via Unsupervised Spatial Clustering on Stereo Mixtures.

Prem Seetharaman, Gordon Wichern, Jonathan Le Roux, Bryan Pardo

Proceedings of the IEEE International Conference on Acoustics, 2019

The Phasebook: Building Complex Masks via Discrete Representations for Source Separation.

Jonathan Le Roux, Gordon Wichern, Shinji Watanabe, Andy M. Sarroff, John R. Hershey

Proceedings of the IEEE International Conference on Acoustics, 2019

SDR - Half-baked or Well Done?

Jonathan Le Roux, Scott Wisdom, Hakan Erdogan, John R. Hershey

Proceedings of the IEEE International Conference on Acoustics, 2019

Triggered Attention for End-to-end Speech Recognition.

Niko Moritz, Takaaki Hori, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2019

Cycle-consistency Training for End-to-end Speech Recognition.

Takaaki Hori, Ramón Fernandez Astudillo, Tomoki Hayashi, Yu Zhang, Shinji Watanabe, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2019

Teacher-student Deep Clustering for Low-delay Single Channel Speech Separation.

Ryo Aihara, Toshiyuki Hanazawa, Yohei Okato, Gordon Wichern, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2019

Streaming End-to-End Speech Recognition with Joint CTC-Attention Based Models.

Niko Moritz, Takaaki Hori, Jonathan Le Roux

Proceedings of the IEEE Automatic Speech Recognition and Understanding Workshop, 2019

MIMO-Speech: End-to-End Multi-Channel Multi-Speaker Speech Recognition.

Xuankai Chang, Wangyou Zhang, Yanmin Qian, Jonathan Le Roux, Shinji Watanabe

Proceedings of the IEEE Automatic Speech Recognition and Understanding Workshop, 2019

2018

Phase Reconstruction with Learned Time-Frequency Representations for Single-Channel Speech Separation.

Gordon Wichern, Jonathan Le Roux

Proceedings of the 16th International Workshop on Acoustic Signal Enhancement, 2018

End-to-End Speech Separation with Unfolded Iterative Phase Reconstruction.

Zhong-Qiu Wang, Jonathan Le Roux, DeLiang Wang, John R. Hershey

Proceedings of the Interspeech 2018, 2018

Alternative Objective Functions for Deep Clustering.

Zhong-Qiu Wang, Jonathan Le Roux, John R. Hershey

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Multi-Channel Deep Clustering: Discriminative Spectral and Spatial Embeddings for Speaker-Independent Speech Separation.

Zhong-Qiu Wang, Jonathan Le Roux, John R. Hershey

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

End-to-End Multi-Speaker Speech Recognition.

Shane Settle, Jonathan Le Roux, Takaaki Hori, Shinji Watanabe, John R. Hershey

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

An End-to-End Language-Tracking Speech Recognizer for Mixed-Language Speech.

Hiroshi Seki, Shinji Watanabe, Takaaki Hori, Jonathan Le Roux, John R. Hershey

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

A Purely End-to-End System for Multi-speaker Speech Recognition.

Hiroshi Seki, Takaaki Hori, Shinji Watanabe, Jonathan Le Roux, John R. Hershey

Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, 2018

2017

Duration-Controlled LSTM for Polyphonic Sound Event Detection.

Tomoki Hayashi, Shinji Watanabe, Tomoki Toda, Takaaki Hori, Jonathan Le Roux, Kazuya Takeda

IEEE ACM Trans. Audio Speech Lang. Process., 2017

Prior-based Binary Masking and Discriminative Methods for Reverberant and Noisy Speech Recognition Using Distant Stereo Microphones.

Yuuki Tachioka, Shinji Watanabe, Jonathan Le Roux, John R. Hershey

J. Inf. Process., 2017

Multi-microphone speech recognition integrating beamforming, robust feature extraction, and advanced DNN/RNN backend.

Takaaki Hori, Zhuo Chen, Hakan Erdogan, John R. Hershey, Jonathan Le Roux, Vikramjit Mitra, Shinji Watanabe

Comput. Speech Lang., 2017

Consistent anisotropic Wiener filtering for audio source separation.

Paul Magron, Jonathan Le Roux, Tuomas Virtanen

Proceedings of the 2017 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2017

Coupled Initialization of Multi-Channel Non-Negative Matrix Factorization Based on Spatial and Spectral Information.

Yuuki Tachioka, Tomohiro Narita, Iori Miura, Takanobu Uramoto, Natsuki Monta, Shingo Uenohara, Ken'ichi Furuya, Shinji Watanabe, Jonathan Le Roux

Proceedings of the Interspeech 2017, 2017

Student-teacher network learning with enhanced features.

Shinji Watanabe, Takaaki Hori, Jonathan Le Roux, John R. Hershey

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Deep clustering and conventional networks for music separation: Stronger together.

Yi Luo, Zhuo Chen, John R. Hershey, Jonathan Le Roux, Nima Mesgarani

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

BLSTM-HMM hybrid system combined with sound activity detection network for polyphonic Sound Event Detection.

Tomoki Hayashi, Shinji Watanabe, Tomoki Toda, Takaaki Hori, Jonathan Le Roux, Kazuya Takeda

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Novel Deep Architectures in Speech Processing.

John R. Hershey, Jonathan Le Roux, Shinji Watanabe, Scott Wisdom, Zhuo Chen, Yusuf Ziya Isik

Proceedings of the New Era for Robust Speech Recognition, Exploiting Deep Learning., 2017

Deep Recurrent Networks for Separation and Recognition of Single-Channel Speech in Nonstationary Background Audio.

Hakan Erdogan, John R. Hershey, Shinji Watanabe, Jonathan Le Roux

Proceedings of the New Era for Robust Speech Recognition, Exploiting Deep Learning., 2017

2016

Dialog state tracking with attention-based sequence-to-sequence learning.

Takaaki Hori, Hai Wang, Chiori Hori, Shinji Watanabe, Bret Harsham, Jonathan Le Roux, John R. Hershey, Yusuke Koji, Yi Jing, Zhaocheng Zhu, Takeyuki Aikawa

Proceedings of the 2016 IEEE Spoken Language Technology Workshop, 2016

Full-Capacity Unitary Recurrent Neural Networks.

Scott Wisdom, Thomas Powers, John R. Hershey, Jonathan Le Roux, Les E. Atlas

Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

Single-Channel Multi-Speaker Separation Using Deep Clustering.

Yusuf Ziya Isik, Jonathan Le Roux, Zhuo Chen, Shinji Watanabe, John R. Hershey

Proceedings of the Interspeech 2016, 2016

Improved MVDR Beamforming Using Single-Channel Mask Prediction Networks.

Hakan Erdogan, John R. Hershey, Shinji Watanabe, Michael I. Mandel, Jonathan Le Roux

Proceedings of the Interspeech 2016, 2016

Deep unfolding for multichannel source separation.

Scott Wisdom, John R. Hershey, Jonathan Le Roux, Shinji Watanabe

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Deep clustering: Discriminative embeddings for segmentation and separation.

John R. Hershey, Zhuo Chen, Jonathan Le Roux, Shinji Watanabe

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Bidirectional LSTM-HMM Hybrid System for Polyphonic Sound Event Detection.

Tomoki Hayashi, Shinji Watanabe, Tomoki Toda, Takaaki Hori, Jonathan Le Roux, Kazuya Takeda

Proceedings of the Workshop on Detection and Classification of Acoustic Scenes and Events, 2016

2015

Phase Processing for Single-Channel Speech Enhancement: History and recent advances.

Timo Gerkmann, Martin Krawczyk-Becker, Jonathan Le Roux

IEEE Signal Process. Mag., 2015

Micbots: Collecting large realistic datasets for speech and audio research using mobile robots.

Jonathan Le Roux, Emmanuel Vincent, John R. Hershey, Daniel P. W. Ellis

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Deep NMF for speech separation.

Jonathan Le Roux, John R. Hershey, Felix Weninger

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Phase-sensitive and recognition-boosted speech separation using deep recurrent neural networks.

Hakan Erdogan, John R. Hershey, Shinji Watanabe, Jonathan Le Roux

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Speech Enhancement with LSTM Recurrent Neural Networks and its Application to Noise-Robust ASR.

Felix Weninger, Hakan Erdogan, Shinji Watanabe, Emmanuel Vincent, Jonathan Le Roux, John R. Hershey, Björn W. Schuller

Proceedings of the Latent Variable Analysis and Signal Separation, 2015

The MERL/SRI system for the 3RD CHiME challenge using beamforming, robust feature extraction, and advanced speech recognition.

Takaaki Hori, Zhuo Chen, Hakan Erdogan, John R. Hershey, Jonathan Le Roux, Vikramjit Mitra, Shinji Watanabe

Proceedings of the 2015 IEEE Workshop on Automatic Speech Recognition and Understanding, 2015

2014

Deep Unfolding: Model-Based Inspiration of Novel Deep Architectures.

John R. Hershey, Jonathan Le Roux, Felix Weninger

CoRR, 2014

Discriminative NMF and its application to single-channel source separation.

Felix Weninger, Jonathan Le Roux, John R. Hershey, Shinji Watanabe

Proceedings of the INTERSPEECH 2014, 2014

Sequential maximum mutual information linear discriminant analysis for speech recognition.

Yuuki Tachioka, Shinji Watanabe, Jonathan Le Roux, John R. Hershey

Proceedings of the INTERSPEECH 2014, 2014

Black box optimization for automatic speech recognition.

Shinji Watanabe, Jonathan Le Roux

Proceedings of the IEEE International Conference on Acoustics, 2014

Non-negative source-filter dynamical system for speech enhancement.

Umut Simsekli, Jonathan Le Roux, John R. Hershey

Proceedings of the IEEE International Conference on Acoustics, 2014

Ensemble integration of calibrated speaker localization and statistical speech detection in domestic environments.

Yuuki Tachioka, Tomohiro Narita, Shinji Watanabe, Jonathan Le Roux

Proceedings of the 4th Joint Workshop on Hands-free Speech Communication and Microphone Arrays, 2014

Discriminatively trained recurrent neural networks for single-channel speech separation.

Felix Weninger, John R. Hershey, Jonathan Le Roux, Björn W. Schuller

Proceedings of the 2014 IEEE Global Conference on Signal and Information Processing, 2014

Sequence discriminative training for low-rank deep neural networks.

Yuuki Tachioka, Shinji Watanabe, Jonathan Le Roux, John R. Hershey

Proceedings of the 2014 IEEE Global Conference on Signal and Information Processing, 2014

2013

Consistent Wiener Filtering for Audio Source Separation.

Jonathan Le Roux, Emmanuel Vincent

IEEE Signal Process. Lett., 2013

Block Coordinate Descent for Sparse NMF

Vamsi K. Potluru, Sergey M. Plis, Jonathan Le Roux, Barak A. Pearlmutter, Vince D. Calhoun, Thomas P. Hayes

Proceedings of the 1st International Conference on Learning Representations, 2013

Hierarchical and coupled non-negative dynamical systems with application to audio modeling.

Umut Simsekli, Jonathan Le Roux, John R. Hershey

Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2013

Ensemble learning for speech enhancement.

Jonathan Le Roux, Shinji Watanabe, John R. Hershey

Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2013

Statistical Dialogue Management using Intention Dependency Graph.

Koichiro Yoshino, Shinji Watanabe, Jonathan Le Roux, John R. Hershey

Proceedings of the Sixth International Joint Conference on Natural Language Processing, 2013

The second 'chime' speech separation and recognition challenge: Datasets, tasks and baselines.

Emmanuel Vincent, Jon Barker, Shinji Watanabe, Jonathan Le Roux, Francesco Nesta, Marco Matassoni

Proceedings of the IEEE International Conference on Acoustics, 2013

Source localization in reverberant environments using sparse optimization.

Jonathan Le Roux, Petros T. Boufounos, Kang Kang, John R. Hershey

Proceedings of the IEEE International Conference on Acoustics, 2013

Non-negative dynamical system with application to speech and audio.

Cédric Févotte, Jonathan Le Roux, John R. Hershey

Proceedings of the IEEE International Conference on Acoustics, 2013

The second 'CHiME' speech separation and recognition challenge: An overview of challenge systems and outcomes.

Emmanuel Vincent, Jon Barker, Shinji Watanabe, Jonathan Le Roux, Francesco Nesta, Marco Matassoni

Proceedings of the 2013 IEEE Workshop on Automatic Speech Recognition and Understanding, 2013

A generalized discriminative training framework for system combination.

Yuuki Tachioka, Shinji Watanabe, Jonathan Le Roux, John R. Hershey

Proceedings of the 2013 IEEE Workshop on Automatic Speech Recognition and Understanding, 2013

2012

Indirect model-based speech enhancement.

Jonathan Le Roux, John R. Hershey

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Factorial Models for Noise Robust Speech Recognition.

John R. Hershey, Steven J. Rennie, Jonathan Le Roux

Proceedings of the Techniques for Noise Robustness in Automatic Speech Recognition, 2012

2011

Computational auditory induction as a missing-data model-fitting problem with Bregman divergence.

Jonathan Le Roux, Hirokazu Kameoka, Nobutaka Ono, Alain de Cheveigné, Shigeki Sagayama

Speech Commun., 2011

Bayesian nonparametric spectrogram modeling based on infinite factorial infinite hidden Markov model.

Masahiro Nakano, Jonathan Le Roux, Hirokazu Kameoka, Tomohiko Nakamura, Nobutaka Ono, Shigeki Sagayama

Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2011

Infinite-state spectrum model for music signal analysis.

Masahiro Nakano, Jonathan Le Roux, Hirokazu Kameoka, Nobutaka Ono, Shigeki Sagayama

Proceedings of the IEEE International Conference on Acoustics, 2011

2010

Harmonic and Percussive Sound Separation and Its Application to MIR-Related Tasks.

Nobutaka Ono, Kenichi Miyamoto, Hirokazu Kameoka, Jonathan Le Roux, Yuuki Uchiyama, Emiru Tsunoo, Takuya Nishimoto, Shigeki Sagayama

Proceedings of the Advances in Music Information Retrieval, 2010

A statistical model of speech F0 contours.

Hirokazu Kameoka, Jonathan Le Roux, Yasunori Ohishi

Proceedings of the ISCA Workshop on Statistical And Perceptual Audition, 2010

Consistent Wiener Filtering: Generalized Time-Frequency Masking Respecting Spectrogram Consistency.

Jonathan Le Roux, Emmanuel Vincent, Yuu Mizuno, Hirokazu Kameoka, Nobutaka Ono, Shigeki Sagayama

Proceedings of the Latent Variable Analysis and Signal Separation, 2010

Nonnegative Matrix Factorization with Markov-Chained Bases for Modeling Time-Varying Patterns in Music Spectrograms.

Masahiro Nakano, Jonathan Le Roux, Hirokazu Kameoka, Yu Kitano, Nobutaka Ono, Shigeki Sagayama

Proceedings of the Latent Variable Analysis and Signal Separation, 2010

Statistical Model of Speech Signals Based on Composite Autoregressive System with Application to Blind Source Separation.

Hirokazu Kameoka, Takuya Yoshioka, Mariko Hamamura, Jonathan Le Roux, Kunio Kashino

Proceedings of the Latent Variable Analysis and Signal Separation, 2010

2008

Adaptive Template Matching with Shift-Invariant Semi-NMF.

Jonathan Le Roux, Alain de Cheveigné, Lucas C. Parra

Proceedings of the Advances in Neural Information Processing Systems 21, 2008

Explicit consistency constraints for STFT spectrograms and their application to phase reconstruction.

Jonathan Le Roux, Nobutaka Ono, Shigeki Sagayama

Proceedings of the ISCA Tutorial and Research Workshop on Statistical and Perceptual Audition, 2008

Computational auditory induction by missing-data non-negative matrix factorization.

Jonathan Le Roux, Hirokazu Kameoka, Nobutaka Ono, Alain de Cheveigné, Shigeki Sagayama

Proceedings of the ISCA Tutorial and Research Workshop on Statistical and Perceptual Audition, 2008

Modulation analysis of speech through orthogonal FIR filterbank optimization.

Jonathan Le Roux, Hirokazu Kameoka, Nobutaka Ono, Shigeki Sagayama, Alain de Cheveigné

Proceedings of the IEEE International Conference on Acoustics, 2008

Separation of a monaural audio signal into harmonic/percussive components by complementary diffusion on spectrogram.

Nobutaka Ono, Kenichi Miyamoto, Jonathan Le Roux, Hirokazu Kameoka, Shigeki Sagayama

Proceedings of the 2008 16th European Signal Processing Conference, 2008

2007

Single and Multiple F₀ Contour Estimation Through Parametric Spectrogram Modeling of Speech in Noisy Environments.

Jonathan Le Roux, Hirokazu Kameoka, Nobutaka Ono, Alain de Cheveigné, Shigeki Sagayama

IEEE Trans. Speech Audio Process., 2007

Discriminative Training for Large-Vocabulary Speech Recognition Using Minimum Classification Error.

Erik McDermott, Timothy J. Hazen, Jonathan Le Roux, Atsushi Nakamura, Shigeru Katagiri

IEEE Trans. Speech Audio Process., 2007

Harmonic-Temporal Clustering of Speech for Single and Multiple F0 Contour Estimation in Noisy Environments.

Jonathan Le Roux, Hirokazu Kameoka, Nobutaka Ono, Alain de Cheveigné, Shigeki Sagayama

Proceedings of the IEEE International Conference on Acoustics, 2007

MEG Signal Denoising Based on Time-Shift PCA.

Alain de Cheveigné, Jonathan Le Roux, Jonathan Z. Simon

Proceedings of the IEEE International Conference on Acoustics, 2007

2006

Speech analyzer using a joint estimation model of spectral envelope and fine structure.

Hirokazu Kameoka, Jonathan Le Roux, Nobutaka Ono, Shigeki Sagayama

Proceedings of the INTERSPEECH 2006, 2006

2005

Optimization methods for discriminative training.

Jonathan Le Roux, Erik McDermott

Proceedings of the INTERSPEECH 2005, 2005

2002

Fast Algorithms of Plant Computation Based on Substructure Instances.

Hongping Yan, Jean François Barczi, Philippe de Reffye, Bao-Gang Hu, Marc Jaeger, Jonathan Le Roux

Proceedings of the 10-th International Conference in Central Europe on Computer Graphics, 2002