Publications

445 / 2,989 publications found.


  •  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), October 2020.
    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,
    • month = oct,
    • 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), October 2020.
    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,
    • month = oct,
    • 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), October 2020.
    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,
    • month = oct,
    • 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.
    BibTeX TR2020-136 PDF
    • @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,
    • month = oct,
    • url = {https://www.merl.com/publications/TR2020-136}
    • }
  •  Tang, Y., Kojima, K., Koike-Akino, T., Wang, Y., Wu, P., TaherSima, M., Jha, D., Parsons, K., Qi, M., "Generative Deep Learning Model for Inverse Design of Integrated Nanophotonic Devices", Lasers and Photonics Reviews, DOI: 10.1002/lpor.202000287, Vol. 2020, pp. 2000287, October 2020.
    BibTeX TR2020-135 PDF
    • @article{Tang2020oct,
    • author = {Tang, Yingheng and Kojima, Keisuke and Koike-Akino, Toshiaki and Wang, Ye and Wu, Pengxiang and TaherSima, Mohammad and Jha, Devesh and Parsons, Kieran and Qi, Minghao},
    • title = {Generative Deep Learning Model for Inverse Design of Integrated Nanophotonic Devices},
    • journal = {Lasers and Photonics Reviews},
    • year = 2020,
    • volume = 2020,
    • pages = 2000287,
    • month = oct,
    • doi = {10.1002/lpor.202000287},
    • url = {https://www.merl.com/publications/TR2020-135}
    • }
  •  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), 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,
    • url = {https://www.merl.com/publications/TR2020-132}
    • }
  •  Kojima, K., Tang, Y., Koike-Akino, T., Wang, Y., Jha, D., Parsons, K., TaherSima, M., Sang, F., Klamkin, J., Qi, M., "Inverse Design of Nanophotonic Devices using Deep Neural Networks", Asia Communications and Photonics Conference (ACP), September 2020.
    BibTeX TR2020-130 PDF
    • @inproceedings{Kojima2020sep,
    • author = {Kojima, Keisuke and Tang, Yingheng and Koike-Akino, Toshiaki and Wang, Ye and Jha, Devesh and Parsons, Kieran and TaherSima, Mohammad and Sang, Fengqiao and Klamkin, Jonathan and Qi, Minghao},
    • title = {Inverse Design of Nanophotonic Devices using Deep Neural Networks},
    • booktitle = {Asia Communications and Photonics Conference (ACP)},
    • year = 2020,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2020-130}
    • }
  •  Han, M., Ozdenizci, O., Wang, Y., Koike-Akino, T., Erdogmus, D., "Disentangled Adversarial Autoencoder for Subject-Invariant Physiological Feature Extraction", IEEE Signal Processing Letters, DOI: 10.1109/LSP.2020.3020215, Vol. 27, pp. 1565-1569, September 2020.
    BibTeX TR2020-128 PDF
    • @article{Han2020sep,
    • author = {Han, Mo and Ozdenizci, Ozan and Wang, Ye and Koike-Akino, Toshiaki and Erdogmus, Deniz},
    • title = {Disentangled Adversarial Autoencoder for Subject-Invariant Physiological Feature Extraction},
    • journal = {IEEE Signal Processing Letters},
    • year = 2020,
    • volume = 27,
    • pages = {1565--1569},
    • month = sep,
    • doi = {10.1109/LSP.2020.3020215},
    • issn = {1558-2361},
    • url = {https://www.merl.com/publications/TR2020-128}
    • }
  •  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, 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,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2020-126}
    • }
  •  Cherian, A., Chatterjee, M., Ahuja, N., "Sound2Sight: Generating Visual Dynamics from Sound and Context", European Conference on Computer Vision (ECCV), August 2020.
    BibTeX TR2020-121 PDF
    • @inproceedings{Cherian2020aug,
    • author = {Cherian, Anoop and Chatterjee, Moitreya and Ahuja, Narendra},
    • title = {Sound2Sight: Generating Visual Dynamics from Sound and Context},
    • booktitle = {European Conference on Computer Vision (ECCV)},
    • year = 2020,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2020-121}
    • }
  •  Han, M., Ozdenizci, O., Wang, Y., Koike-Akino, T., Erdogmus, D., "Disentangled Adversarial Transfer Learning for Physiological Biosignals", International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), DOI: 10.1109/EMBC44109.2020.9175233, July 2020.
    BibTeX TR2020-109 PDF Video
    • @inproceedings{Han2020jul,
    • author = {Han, Mo and Ozdenizci, Ozan and Wang, Ye and Koike-Akino, Toshiaki and Erdogmus, Deniz},
    • title = {Disentangled Adversarial Transfer Learning for Physiological Biosignals},
    • booktitle = {International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
    • year = 2020,
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.1109/EMBC44109.2020.9175233},
    • issn = {1558-4615},
    • isbn = {978-1-7281-1990-8},
    • url = {https://www.merl.com/publications/TR2020-109}
    • }
  •  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}
    • }
  •  Cherian, A., Aeron, S., "Representation Learning via Adversarially-Contrastive Optimal Transport", International Conference on Machine Learning (ICML), July 2020.
    BibTeX TR2020-093 PDF
    • @inproceedings{Cherian2020jul,
    • author = {Cherian, Anoop and Aeron, Shuchin},
    • title = {Representation Learning via Adversarially-Contrastive Optimal Transport},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2020,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2020-093}
    • }
  •  Koike-Akino, T., Wang, Y., "Stochastic Bottleneck: Rateless Auto-Encoder for Flexible Dimensionality Reduction", IEEE International Symposium on Information Theory (ISIT), DOI: 10.1109/ISIT44484.2020.9174523, June 2020.
    BibTeX TR2020-075 PDF Video Presentation
    • @inproceedings{Koike-Akino2020jun,
    • author = {Koike-Akino, Toshiaki and Wang, Ye},
    • title = {Stochastic Bottleneck: Rateless Auto-Encoder for Flexible Dimensionality Reduction},
    • booktitle = {IEEE International Symposium on Information Theory (ISIT)},
    • year = 2020,
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.1109/ISIT44484.2020.9174523},
    • issn = {2157-8117},
    • isbn = {978-1-7281-6432-8},
    • url = {https://www.merl.com/publications/TR2020-075}
    • }
  •  Hu, Y., Chen, S., Zhang, Y., Gu, X., "Collaborative Motion Prediction via Neural Motion Message Passing", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2020.
    BibTeX TR2020-072 PDF
    • @inproceedings{Hu2020jun,
    • author = {Hu, Yue and Chen, Siheng and Zhang, Ya and Gu, Xiao},
    • title = {Collaborative Motion Prediction via Neural Motion Message Passing},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2020,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2020-072}
    • }
  •  Li, M., Chen, S., Zhao, Y., Zhang, Y., Wang, Y., Tia, Q., "Dynamic Multiscale Graph Neural Networks for 3D Skeleton-Based Human Motion Prediction", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2020.
    BibTeX TR2020-073 PDF
    • @inproceedings{Li2020jun,
    • author = {Li, Maosen and Chen, Sihen and Zhao, Yangheng and Zhang, Ya and Wang, Yanfeng and Tia, Qi},
    • title = {Dynamic Multiscale Graph Neural Networks for 3D Skeleton-Based Human Motion Prediction},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2020,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2020-073}
    • }
  •  Wang, Y., Koike-Akino, T., "Learning to Modulate for Non-coherent MIMO", IEEE International Conference on Communications (ICC), DOI: 10.1109/ICC40277.2020.9149438, June 2020.
    BibTeX TR2020-071 PDF Video Presentation
    • @inproceedings{Wang2020jun,
    • author = {Wang, Ye and Koike-Akino, Toshiaki},
    • title = {Learning to Modulate for Non-coherent MIMO},
    • booktitle = {IEEE International Conference on Communications (ICC)},
    • year = 2020,
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.1109/ICC40277.2020.9149438},
    • issn = {1938-1883},
    • isbn = {978-1-7281-5089-5},
    • url = {https://www.merl.com/publications/TR2020-071}
    • }
  •  Kumar, A., Marks, T., Mou, W., Wang, Y., Cherian, A., Jones, M.J., Liu, X., Koike-Akino, T., Feng, C., "LUVLi Face Alignment: Estimating Landmarks’ Location, Uncertainty, and Visibility Likelihood", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2020.
    BibTeX TR2020-067 PDF Video Data
    • @inproceedings{Kumar2020jun,
    • author = {Kumar, Abhinav and Marks, Tim and Mou, Wenxuan and Wang, Ye and Cherian, Anoop and Jones, Michael J. and Liu, Xiaoming and Koike-Akino, Toshiaki and Feng, Chen},
    • title = {LUVLi Face Alignment: Estimating Landmarks’ Location, Uncertainty, and Visibility Likelihood},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2020,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2020-067}
    • }
  •  Wu, P., Chen, S., "MotionNet: Joint Perception and Motion Prediction for Autonomous Driving Based on Bird’s Eye View Maps", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2020.
    BibTeX TR2020-068 PDF Software
    • @inproceedings{Wu2020jun,
    • author = {Wu, Pengxiang and Chen, Siheng},
    • title = {MotionNet: Joint Perception and Motion Prediction for Autonomous Driving Based on Bird’s Eye View Maps},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2020,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2020-068}
    • }
  •  Chen, S., Liu, B., Feng, C., Vallespi-Gonzalez, C., Wellington, C., "3D Point Cloud Processing and Learning for Autonomous Driving", IEEE Signal Processing Magazine, May 2020.
    BibTeX TR2020-066 PDF
    • @article{Chen2020may2,
    • author = {Chen, Siheng and Liu, Baoan and Feng, Chen and Vallespi-Gonzalez, Carlos and Wellington, Carl},
    • title = {3D Point Cloud Processing and Learning for Autonomous Driving},
    • journal = {IEEE Signal Processing Magazine},
    • year = 2020,
    • month = may,
    • url = {https://www.merl.com/publications/TR2020-066}
    • }
  •  Fujihashi, T., Koike-Akino, T., Watanabe, T., Orlik, P.V., "High-Quality Soft Image Delivery with Deep Image Denoising", IEEE International Conference on Communications (ICC), DOI: 10.1109/ICC40277.2020.9148611, May 2020.
    BibTeX TR2020-060 PDF Video
    • @inproceedings{Fujihashi2020may,
    • author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi and Orlik, Philip V.},
    • title = {High-Quality Soft Image Delivery with Deep Image Denoising},
    • booktitle = {IEEE International Conference on Communications (ICC)},
    • year = 2020,
    • month = may,
    • publisher = {IEEE},
    • doi = {10.1109/ICC40277.2020.9148611},
    • issn = {1938-1883},
    • isbn = {978-1-7281-5089-5},
    • url = {https://www.merl.com/publications/TR2020-060}
    • }
  •  Bhamidipati, S., Kim, K.J., Sun, H., Orlik, P.V., "Artificial Intelligence-Based Distributed Belief Propagation and Recurrent Neural Network Algorithm for Wide-Area Monitoring Systems", IEEE Network, May 2020.
    BibTeX TR2020-058 PDF
    • @article{Bhamidipati2020may,
    • author = {Bhamidipati, Sriramya and Kim, Kyeong Jin and Sun, Hongbo and Orlik, Philip V.},
    • title = {Artificial Intelligence-Based Distributed Belief Propagation and Recurrent Neural Network Algorithm for Wide-Area Monitoring Systems},
    • journal = {IEEE Network},
    • year = 2020,
    • month = may,
    • url = {https://www.merl.com/publications/TR2020-058}
    • }
  •  Ozdenizci, O., Wang, Y., Koike-Akino, T., Erdogmus, D., "Learning Invariant Representations from EEG via Adversarial Inference", IEEE Access, DOI: 10.1109/ACCESS.2020.2971600, Vol. 8, pp. 27074-27085, April 2020.
    BibTeX TR2020-049 PDF
    • @article{Ozdenizci2020apr,
    • author = {Ozdenizci, Ozan and Wang, Ye and Koike-Akino, Toshiaki and Erdogmus, Deniz},
    • title = {Learning Invariant Representations from EEG via Adversarial Inference},
    • journal = {IEEE Access},
    • year = 2020,
    • volume = 8,
    • pages = {27074--27085},
    • month = apr,
    • doi = {10.1109/ACCESS.2020.2971600},
    • issn = {2169-3536},
    • url = {https://www.merl.com/publications/TR2020-049}
    • }
  •  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}
    • }