Publications

267 / 3,209 publications found.


  •  Wang, Z.-Q., Wichern, G., Le Roux, J., "Convolutive Prediction for Monaural Speech Dereverberation and Noisy-Reverberant Speaker Separation", IEEE/ACM Transactions on Audio, Speech, and Language Processing, December 2021.
    BibTeX TR2021-144 PDF
    • @article{Wang2021dec,
    • author = {Wang, Zhong-Qiu and Wichern, Gordon and Le Roux, Jonathan},
    • title = {Convolutive Prediction for Monaural Speech Dereverberation and Noisy-Reverberant Speaker Separation},
    • journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
    • year = 2021,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2021-144}
    • }
  •  Wang, Z.-Q., Wichern, G., Le Roux, J., "On The Compensation Between Magnitude and Phase in Speech Separation", IEEE Signal Processing Letters, DOI: 10.1109/​LSP.2021.3116502, Vol. 28, pp. 2018-2022, November 2021.
    BibTeX TR2021-137 PDF
    • @article{Wang2021nov2,
    • author = {Wang, Zhong-Qiu and Wichern, Gordon and Le Roux, Jonathan},
    • title = {On The Compensation Between Magnitude and Phase in Speech Separation},
    • journal = {IEEE Signal Processing Letters},
    • year = 2021,
    • volume = 28,
    • pages = {2018--2022},
    • month = nov,
    • doi = {10.1109/LSP.2021.3116502},
    • url = {https://www.merl.com/publications/TR2021-137}
    • }
  •  Wang, Z.-Q., Wichern, G., Le Roux, J., "Convolutive Prediction for Reverberant Speech Separation", IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), DOI: 10.1109/​WASPAA52581.2021.9632667, October 2021, pp. 56-60.
    BibTeX TR2021-127 PDF
    • @inproceedings{Wang2021oct4,
    • author = {Wang, Zhong-Qiu and Wichern, Gordon and Le Roux, Jonathan},
    • title = {Convolutive Prediction for Reverberant Speech Separation},
    • booktitle = {IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)},
    • year = 2021,
    • pages = {56--60},
    • month = oct,
    • publisher = {IEEE},
    • doi = {10.1109/WASPAA52581.2021.9632667},
    • url = {https://www.merl.com/publications/TR2021-127}
    • }
  •  Wichern, G., Chakrabarty, A., Wang, Z.-Q., Le Roux, J., "Anomalous sound detection using attentive neural processes", IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), DOI: 10.1109/​WASPAA52581.2021.9632762, October 2021, pp. 186-190.
    BibTeX TR2021-129 PDF
    • @inproceedings{Wichern2021oct,
    • author = {Wichern, Gordon and Chakrabarty, Ankush and Wang, Zhong-Qiu and Le Roux, Jonathan},
    • title = {Anomalous sound detection using attentive neural processes},
    • booktitle = {IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)},
    • year = 2021,
    • pages = {186--190},
    • month = oct,
    • publisher = {IEEE},
    • doi = {10.1109/WASPAA52581.2021.9632762},
    • url = {https://www.merl.com/publications/TR2021-129}
    • }
  •  Chatterjee, M., Le Roux, J., Ahuja, N., Cherian, A., "Visual Scene Graphs for Audio Source Separation", IEEE International Conference on Computer Vision (ICCV), October 2021, pp. 1204-1213.
    BibTeX TR2021-095 PDF Video Software
    • @inproceedings{Chatterjee2021oct,
    • author = {Chatterjee, Moitreya and Le Roux, Jonathan and Ahuja, Narendra and Cherian, Anoop},
    • title = {Visual Scene Graphs for Audio Source Separation},
    • booktitle = {IEEE International Conference on Computer Vision (ICCV)},
    • year = 2021,
    • pages = {1204--1213},
    • month = oct,
    • publisher = {CVF},
    • url = {https://www.merl.com/publications/TR2021-095}
    • }
  •  Higuchi, Y., Moritz, N., Le Roux, J., Hori, T., "Momentum Pseudo-Labeling for Semi-Supervised Speech Recognition", Annual Conference of the International Speech Communication Association (Interspeech), DOI: 10.21437/​Interspeech.2021-571, September 2021, pp. 726-730.
    BibTeX TR2021-103 PDF
    • @inproceedings{Higuchi2021sep,
    • author = {Higuchi, Yosuke and Moritz, Niko and Le Roux, Jonathan and Hori, Takaaki},
    • title = {Momentum Pseudo-Labeling for Semi-Supervised Speech Recognition},
    • booktitle = {Annual Conference of the International Speech Communication Association (Interspeech)},
    • year = 2021,
    • pages = {726--730},
    • month = sep,
    • doi = {10.21437/Interspeech.2021-571},
    • url = {https://www.merl.com/publications/TR2021-103}
    • }
  •  Hori, T., Moritz, N., Hori, C., Le Roux, J., "Advanced Long-context End-to-end Speech Recognition Using Context-expanded Transformers", Annual Conference of the International Speech Communication Association (Interspeech), DOI: 10.21437/​Interspeech.2021-1643, August 2021, pp. 2097-2101.
    BibTeX TR2021-100 PDF
    • @inproceedings{Hori2021aug3,
    • author = {Hori, Takaaki and Moritz, Niko and Hori, Chiori and Le Roux, Jonathan},
    • title = {Advanced Long-context End-to-end Speech Recognition Using Context-expanded Transformers},
    • booktitle = {Annual Conference of the International Speech Communication Association (Interspeech)},
    • year = 2021,
    • pages = {2097--2101},
    • month = aug,
    • doi = {10.21437/Interspeech.2021-1643},
    • url = {https://www.merl.com/publications/TR2021-100}
    • }
  •  Hori, C., Hori, T., Le Roux, J., "Optimizing Latency for Online Video Captioning Using Audio-VisualTransformers", Annual Conference of the International Speech Communication Association (Interspeech), DOI: 10.21437/​Interspeech.2021-1975, August 2021, pp. 586–590.
    BibTeX TR2021-093 PDF
    • @inproceedings{Hori2021aug2,
    • author = {Hori, Chiori and Hori, Takaaki and Le Roux, Jonathan},
    • title = {Optimizing Latency for Online Video Captioning Using Audio-VisualTransformers},
    • booktitle = {Annual Conference of the International Speech Communication Association (Interspeech)},
    • year = 2021,
    • pages = {586–590},
    • month = aug,
    • publisher = {ISCA},
    • doi = {10.21437/Interspeech.2021-1975},
    • url = {https://www.merl.com/publications/TR2021-093}
    • }
  •  Moritz, N., Hori, T., Le Roux, J., "Dual Causal/Non-Causal Self-Attention for Streaming End-to-End Speech Recognition", Annual Conference of the International Speech Communication Association (Interspeech), DOI: 10.21437/​Interspeech.2021-1693, August 2021, pp. 1822-1826.
    BibTeX TR2021-094 PDF
    • @inproceedings{Moritz2021aug,
    • author = {Moritz, Niko and Hori, Takaaki and Le Roux, Jonathan},
    • title = {Dual Causal/Non-Causal Self-Attention for Streaming End-to-End Speech Recognition},
    • booktitle = {Annual Conference of the International Speech Communication Association (Interspeech)},
    • year = 2021,
    • pages = {1822--1826},
    • month = aug,
    • doi = {10.21437/Interspeech.2021-1693},
    • url = {https://www.merl.com/publications/TR2021-094}
    • }
  •  Moritz, N., Hori, T., Le Roux, J., "Capturing Multi-Resolution Context by Dilated Self-Attention", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP39728.2021.9415001, June 2021, pp. 5869-5873.
    BibTeX TR2021-036 PDF
    • @inproceedings{Moritz2021jun,
    • author = {Moritz, Niko and Hori, Takaaki and Le Roux, Jonathan},
    • title = {Capturing Multi-Resolution Context by Dilated Self-Attention},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2021,
    • pages = {5869--5873},
    • month = jun,
    • doi = {10.1109/ICASSP39728.2021.9415001},
    • url = {https://www.merl.com/publications/TR2021-036}
    • }
  •  Hung, Y.-N., Wichern, G., Le Roux, J., "Transcription Is All You Need: Learning to Separate Musical Mixtures with Score as Supervision", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP39728.2021.9413358, June 2021, pp. 46-50.
    BibTeX TR2021-069 PDF
    • @inproceedings{Hung2021jun,
    • author = {Hung, Yun-Ning and Wichern, Gordon and Le Roux, Jonathan},
    • title = {Transcription Is All You Need: Learning to Separate Musical Mixtures with Score as Supervision},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2021,
    • pages = {46--50},
    • month = jun,
    • doi = {10.1109/ICASSP39728.2021.9413358},
    • issn = {2379-190X},
    • isbn = {978-1-7281-7605-5},
    • url = {https://www.merl.com/publications/TR2021-069}
    • }
  •  Khurana, S., Moritz, N., Hori, T., Le Roux, J., "Unsupervised Domain Adaptation For Speech Recognition via Uncertainty Driven Self-Training", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP39728.2021.9414299, June 2021, pp. 6553-6557.
    BibTeX TR2021-039 PDF
    • @inproceedings{Khurana2021jun,
    • author = {Khurana, Sameer and Moritz, Niko and Hori, Takaaki and Le Roux, Jonathan},
    • title = {Unsupervised Domain Adaptation For Speech Recognition via Uncertainty Driven Self-Training},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2021,
    • pages = {6553--6557},
    • month = jun,
    • doi = {10.1109/ICASSP39728.2021.9414299},
    • url = {https://www.merl.com/publications/TR2021-039}
    • }
  •  Moritz, N., Hori, T., Le Roux, J., "Semi-Supervised Speech Recognition via Graph-Based Temporal Classification", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP39728.2021.9414058, June 2021, pp. 6548-6552.
    BibTeX TR2021-037 PDF
    • @inproceedings{Moritz2021jun2,
    • author = {Moritz, Niko and Hori, Takaaki and Le Roux, Jonathan},
    • title = {Semi-Supervised Speech Recognition via Graph-Based Temporal Classification},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2021,
    • pages = {6548--6552},
    • month = jun,
    • doi = {10.1109/ICASSP39728.2021.9414058},
    • url = {https://www.merl.com/publications/TR2021-037}
    • }
  •  Watanabe, S., Boyer, F., Chang, X., Guo, P., Hayashi, T., Higuchi, Y., Hori, T., Huang, W.-C., Inaguma, H., Kamo, N., Shigeki, K., Li, C., Shi, J., Subramanian, A.S., Zhang, W., "The 2020 ESPNET Update: New Features, Broadened Applications, Performance Improvements, and Future Plans", IEEE Data Science and Learning Workshop (DSLW), DOI: 10.1109/​DSLW51110, June 2021, pp. 1-6.
    BibTeX TR2021-073 PDF
    • @inproceedings{Watanabe2021jun,
    • author = {Watanabe, Shinji and Boyer, Florian and Chang, Xuankai and Guo, Pengcheng and Hayashi, Tomoki and Higuchi, Yosuke and Hori, Takaaki and Huang, Wen-Chin and Inaguma, Hirofumi and Kamo, Naoyuki and Shigeki, Karita and Li, Chenda and Shi, Jing and Subramanian, Aswin S and Zhang, Wangyou},
    • title = {The 2020 ESPNET Update: New Features, Broadened Applications, Performance Improvements, and Future Plans},
    • booktitle = {IEEE Data Science and Learning Workshop (DSLW)},
    • year = 2021,
    • pages = {1--6},
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.1109/DSLW51110},
    • isbn = {978-1-6654-2826-2},
    • url = {https://www.merl.com/publications/TR2021-073}
    • }
  •  Kim, S., Galley, M., Gunasekara, C., Lee, S., Atkinson, A., Peng, B., Schulz, H., Gao, J., Li, J., Adada, M., Huang, M., Lastras, L., Kummerfeld, J.K., Lasecki, W.S., Hori, C., Cherian, A., Marks, T.K., Rastogi, A., Zang, X., Sunkara, S., Gupta, R., "Overview of the Eighth Dialog System Technology Challenge: DSTC8", IEEE/ACM Transactions on Audio, Speech, and Language Processing, DOI: 10.1109/​TASLP.2021.3078368, May 2021.
    BibTeX TR2021-064 PDF
    • @article{Kim2021may,
    • author = {Kim, Seokhwan and Galley, Michel and Gunasekara, Chulaka and Lee, Sungjin and Atkinson, Adam and Peng, Baolin and Schulz, Hannes and Gao, Jianfeng and Li, Jinchao and Adada, Mahmoud and Huang, Minlie and Lastras, Luis and Kummerfeld, Jonathan K. and Lasecki, Walter S. and Hori, Chiori and Cherian, Anoop and Marks, Tim K. and Rastogi, Abhinav and Zang, Xiaoxue and Sunkara, Srinivas and Gupta, Raghav},
    • title = {Overview of the Eighth Dialog System Technology Challenge: DSTC8},
    • journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
    • year = 2021,
    • month = may,
    • doi = {10.1109/TASLP.2021.3078368},
    • issn = {2329-9290},
    • url = {https://www.merl.com/publications/TR2021-064}
    • }
  •  Hori, C., Tsuchiya, M., Chen, S., Cherian, A., Hori, T., Harsham, B.A., Marks, T.K., Le Roux, J., Sullivan, A., Vetro, A., "マルチモーダルセンシング情報に基づくScene-aware Interaction 技術", Society of Automotive Engineers of Japan, Vol. 75, No. 5, pp. 66-71, May 2021.
    BibTeX TR2021-042 PDF
    • @article{Hori2021may,
    • author = {Hori, Chiori and Tsuchiya, Masato and Chen, Siheng and Cherian, Anoop and Hori, Takaaki and Harsham, Bret A. and Marks, Tim K. and Le Roux, Jonathan and Sullivan, Alan and Vetro, Anthony},
    • title = {マルチモーダルセンシング情報に基づくScene-aware Interaction 技術},
    • journal = {Society of Automotive Engineers of Japan},
    • year = 2021,
    • volume = 75,
    • number = 5,
    • pages = {66--71},
    • month = may,
    • url = {https://www.merl.com/publications/TR2021-042}
    • }
  •  Hori, T., Moritz, N., Hori, C., Le Roux, J., "Transformer-based Long-context End-to-end Speech Recognition", Annual Conference of the International Speech Communication Association (Interspeech), DOI: 10.21437/​Interspeech.2020-2928, October 2020, pp. 5011-5015.
    BibTeX TR2020-139 PDF
    • @inproceedings{Hori2020oct,
    • author = {Hori, Takaaki and Moritz, Niko and Hori, Chiori and Le Roux, Jonathan},
    • title = {Transformer-based Long-context End-to-end Speech Recognition},
    • booktitle = {Annual Conference of the International Speech Communication Association (Interspeech)},
    • year = 2020,
    • pages = {5011--5015},
    • month = oct,
    • doi = {10.21437/Interspeech.2020-2928},
    • issn = {1990-9772},
    • url = {https://www.merl.com/publications/TR2020-139}
    • }
  •  Jayashankar, T., Le Roux, J., Moulin, P., "Detecting Audio Attacks on ASR Systems with Dropout Uncertainty", Annual Conference of the International Speech Communication Association (Interspeech), DOI: 10.21437/​Interspeech.2020-1846, October 2020, pp. 4671-4675.
    BibTeX TR2020-137 PDF
    • @inproceedings{Jayashankar2020oct,
    • author = {Jayashankar, Tejas and Le Roux, Jonathan and Moulin, Pierre},
    • title = {Detecting Audio Attacks on ASR Systems with Dropout Uncertainty},
    • booktitle = {Annual Conference of the International Speech Communication Association (Interspeech)},
    • year = 2020,
    • pages = {4671--4675},
    • month = oct,
    • doi = {10.21437/Interspeech.2020-1846},
    • issn = {1990-9772},
    • url = {https://www.merl.com/publications/TR2020-137}
    • }
  •  Moritz, N., Wichern, G., Hori, T., Le Roux, J., "All-in-One Transformer: Unifying Speech Recognition, Audio Tagging, and Event Detection", Annual Conference of the International Speech Communication Association (Interspeech), DOI: 10.21437/​Interspeech.2020-2757, October 2020, pp. 3112-3116.
    BibTeX TR2020-138 PDF
    • @inproceedings{Moritz2020oct,
    • author = {Moritz, Niko and Wichern, Gordon and Hori, Takaaki and Le Roux, Jonathan},
    • title = {All-in-One Transformer: Unifying Speech Recognition, Audio Tagging, and Event Detection},
    • booktitle = {Annual Conference of the International Speech Communication Association (Interspeech)},
    • year = 2020,
    • pages = {3112--3116},
    • month = oct,
    • doi = {10.21437/Interspeech.2020-2757},
    • issn = {1990-9772},
    • url = {https://www.merl.com/publications/TR2020-138}
    • }
  •  Manilow, E., Wichern, G., Le Roux, J., "Hierarchical Musical Instrument Separation", International Society for Music Information Retrieval (ISMIR) Conference, October 2020, pp. 376-383.
    BibTeX TR2020-136 PDF Software
    • @inproceedings{Manilow2020oct,
    • author = {Manilow, Ethan and Wichern, Gordon and Le Roux, Jonathan},
    • title = {Hierarchical Musical Instrument Separation},
    • booktitle = {International Society for Music Information Retrieval (ISMIR) Conference},
    • year = 2020,
    • pages = {376--383},
    • month = oct,
    • isbn = {978-0-9813537-0-8},
    • url = {https://www.merl.com/publications/TR2020-136}
    • }
  •  Seetharaman, P., Wichern, G., Pardo, B., Le Roux, J., "Autoclip: Adaptive Gradient Clipping For Source Separation Networks", IEEE International Workshop on Machine Learning for Signal Processing (MLSP), DOI: 10.1109/​MLSP49062.2020.9231926, September 2020.
    BibTeX TR2020-132 PDF
    • @inproceedings{Seetharaman2020sep,
    • author = {Seetharaman, Prem and Wichern, Gordon and Pardo, Bryan and Le Roux, Jonathan},
    • title = {Autoclip: Adaptive Gradient Clipping For Source Separation Networks},
    • booktitle = {IEEE International Workshop on Machine Learning for Signal Processing (MLSP)},
    • year = 2020,
    • month = sep,
    • publisher = {IEEE},
    • doi = {10.1109/MLSP49062.2020.9231926},
    • url = {https://www.merl.com/publications/TR2020-132}
    • }
  •  Pishdadian, F., Wichern, G., Le Roux, J., "Finding Strength in Weakness: Learning to Separate Sounds with Weak Supervision", IEEE/ACM Transactions on Audio, Speech, and Language Processing, DOI: 10.1109/​TASLP.2020.3013105, Vol. 28, pp. 2386-2399, September 2020.
    BibTeX TR2020-126 PDF
    • @article{Pishdadian2020sep,
    • author = {Pishdadian, Fatemeh and Wichern, Gordon and Le Roux, Jonathan},
    • title = {Finding Strength in Weakness: Learning to Separate Sounds with Weak Supervision},
    • journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
    • year = 2020,
    • volume = 28,
    • pages = {2386--2399},
    • month = sep,
    • doi = {10.1109/TASLP.2020.3013105},
    • url = {https://www.merl.com/publications/TR2020-126}
    • }
  •  Seetharaman, P., Wichern, G., Le Roux, J., Pardo, B., "Bootstrapping Unsupervised Deep Music Separation from Primitive Auditory Grouping Principles", ICML 2020 Workshop on Self-supervision in Audio and Speech, July 2020.
    BibTeX TR2020-111 PDF
    • @inproceedings{Seetharaman2020jul,
    • author = {Seetharaman, Prem and Wichern, Gordon and Le Roux, Jonathan and Pardo, Bryan},
    • title = {Bootstrapping Unsupervised Deep Music Separation from Primitive Auditory Grouping Principles},
    • booktitle = {ICML 2020 Workshop on Self-supervision in Audio and Speech},
    • year = 2020,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2020-111}
    • }
  •  Chang, X., Zhang, W., Qian, Y., Le Roux, J., Watanabe, S., "End-To-End Multi-Speaker Speech Recognition with Transformer", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP40776.2020.9054029, April 2020, pp. 6134-6138.
    BibTeX TR2020-043 PDF Video
    • @inproceedings{Chang2020apr,
    • author = {Chang, Xuankai and Zhang, Wangyou and Qian, Yanmin and Le Roux, Jonathan and Watanabe, Shinji},
    • title = {End-To-End Multi-Speaker Speech Recognition with Transformer},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2020,
    • pages = {6134--6138},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP40776.2020.9054029},
    • issn = {2379-190X},
    • isbn = {978-1-5090-6631-5},
    • url = {https://www.merl.com/publications/TR2020-043}
    • }
  •  Pishdadian, F., Wichern, G., Le Roux, J., "Learning to Separate Sounds From Weakly Labeled Scenes", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP40776.2020.9053055, April 2020, pp. 91-95.
    BibTeX TR2020-038 PDF Video
    • @inproceedings{Pishdadian2020apr,
    • author = {Pishdadian, Fatemeh and Wichern, Gordon and Le Roux, Jonathan},
    • title = {Learning to Separate Sounds From Weakly Labeled Scenes},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2020,
    • pages = {91--95},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP40776.2020.9053055},
    • issn = {2379-190X},
    • isbn = {978-1-5090-6631-5},
    • url = {https://www.merl.com/publications/TR2020-038}
    • }