Publications

287 / 3,993 publications found.


  •  Maske, H., Chu, T., Kalabić, U., "Large-scale traffic control using autonomous vehicles and decentralized deep reinforcement learning", IEEE Intelligent Transportation Systems Conference (ITSC), DOI: 10.1109/​ITSC.2019.8916776, October 2019, pp. 3816-3821.
    BibTeX TR2019-126 PDF
    • @inproceedings{Maske2019oct,
    • author = {Maske, Harshal and Chu, Tianshu and Kalabić, Uroš},
    • title = {{Large-scale traffic control using autonomous vehicles and decentralized deep reinforcement learning}},
    • booktitle = {Proc. IEEE Intelligent Transportation Systems Conf.},
    • year = 2019,
    • pages = {3816--3821},
    • month = oct,
    • doi = {10.1109/ITSC.2019.8916776},
    • url = {https://www.merl.com/publications/TR2019-126}
    • }
  •  Marks, T.K., Kumar, A., Mou, W., Feng, C., Liu, X., "UGLLI Face Alignment: Estimating Uncertainty with Gaussian Log-Likelihood Loss", IEEE International Conference on Computer Vision (ICCV) Workshop on Statistical Deep Learning for Computer Vision (SDL-CV), DOI: 10.1109/​ICCVW.2019.00103, October 2019, pp. 778-782.
    BibTeX TR2019-117 PDF Data Software
    • @inproceedings{Marks2019oct,
    • author = {Marks, Tim K. and Kumar, Abhinav and Mou, Wenxuan and Feng, Chen and Liu, Xiaoming},
    • title = {{UGLLI Face Alignment: Estimating Uncertainty with Gaussian Log-Likelihood Loss}},
    • booktitle = {IEEE International Conference on Computer Vision (ICCV) Workshop on Statistical Deep Learning for Computer Vision (SDL-CV)},
    • year = 2019,
    • pages = {778--782},
    • month = oct,
    • publisher = {IEEE},
    • doi = {10.1109/ICCVW.2019.00103},
    • url = {https://www.merl.com/publications/TR2019-117}
    • }
  •  Kavalerov, I., Wisdom, S., Erdogan, H., Patton, B., Wilson, K., Le Roux, J., Hershey, J., "Universal Sound Separation", IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), DOI: 10.1109/​WASPAA.2019.8937253, October 2019, pp. 170-174.
    BibTeX TR2019-123 PDF
    • @inproceedings{Kavalerov2019oct,
    • author = {Kavalerov, Ilya and Wisdom, Scott and Erdogan, Hakan and Patton, Brian and Wilson, Kevin and {Le Roux}, Jonathan and Hershey, John},
    • title = {{Universal Sound Separation}},
    • booktitle = {IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)},
    • year = 2019,
    • pages = {170--174},
    • month = oct,
    • doi = {10.1109/WASPAA.2019.8937253},
    • issn = {1947-1629},
    • isbn = {978-1-7281-1123-0},
    • url = {https://www.merl.com/publications/TR2019-123}
    • }
  •  Manilow, E., Wichern, G., Seetharaman, P., Le Roux, J., "Cutting Music Source Separation Some Slakh: A Dataset to Study the Impact of Training Data Quality and Quantity", IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), DOI: 10.1109/​WASPAA.2019.8937170, October 2019, pp. 45-49.
    BibTeX TR2019-124 PDF Data
    • @inproceedings{Manilow2019oct,
    • author = {Manilow, Ethan and Wichern, Gordon and Seetharaman, Prem and {Le Roux}, Jonathan},
    • title = {{Cutting Music Source Separation Some Slakh: A Dataset to Study the Impact of Training Data Quality and Quantity}},
    • booktitle = {IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)},
    • year = 2019,
    • pages = {45--49},
    • month = oct,
    • doi = {10.1109/WASPAA.2019.8937170},
    • issn = {1947-1629},
    • isbn = {978-1-7281-1123-0},
    • url = {https://www.merl.com/publications/TR2019-124}
    • }
  •  Zhang, W., Jha, D.K., Laftchiev, E., Nikovski, D.N., "Multi-label Prediction in Time Series Data using Deep Neural Networks", International Journal for Prognostics and Health Management Special Issue on Applications of Deep Learning and Emerging Analytics, Vol. 10, pp. 0-12, September 2019.
    BibTeX TR2019-110 PDF
    • @article{Zhang2019sep2,
    • author = {Zhang, Wenyu and Jha, Devesh K. and Laftchiev, Emil and Nikovski, Daniel N.},
    • title = {{Multi-label Prediction in Time Series Data using Deep Neural Networks}},
    • journal = {International Journal for Prognostics and Health Management Special Issue on Applications of Deep Learning and Emerging Analytics},
    • year = 2019,
    • volume = 10,
    • pages = {0--12},
    • month = sep,
    • note = {Special Issue on Deep Learning and Emerging Analytics},
    • issn = {2153-2648},
    • url = {https://www.merl.com/publications/TR2019-110}
    • }
  •  Koike-Akino, T., Wang, Y., Millar, D.S., Kojima, K., Parsons, K., "Neural Turbo Equalization to Mitigate Fiber Nonlinearity", European Conference on Optical Communication (ECOC), DOI: 10.1049/​cp.2019.0803, September 2019.
    BibTeX TR2019-088 PDF Presentation
    • @inproceedings{Koike-Akino2019sep,
    • author = {Koike-Akino, Toshiaki and Wang, Ye and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
    • title = {{Neural Turbo Equalization to Mitigate Fiber Nonlinearity}},
    • booktitle = {European Conference on Optical Communication (ECOC)},
    • year = 2019,
    • month = sep,
    • publisher = {IET},
    • doi = {10.1049/cp.2019.0803},
    • isbn = {978-1-83953-185-9},
    • url = {https://www.merl.com/publications/TR2019-088}
    • }
  •  Karafiat, M., Baskar, M.K., Watanabe, S., Hori, T., Wiesner, M., Cernocky, J.H., "Analysis of Multilingual Sequence-to-Sequence Speech Recognition Systems", Interspeech, DOI: 10.21437/​Interspeech.2019-2355/​/​, September 2019, pp. 2019-2355.
    BibTeX TR2019-103 PDF
    • @inproceedings{Karafiat2019sep,
    • author = {Karafiat, Martin and Baskar, Murali Karthick and Watanabe, Shinji and Hori, Takaaki and Wiesner, Matthew and Cernocky, Jan, Honza},
    • title = {{Analysis of Multilingual Sequence-to-Sequence Speech Recognition Systems}},
    • booktitle = {Interspeech},
    • year = 2019,
    • pages = {2019--2355},
    • month = sep,
    • doi = {10.21437/Interspeech.2019-2355//},
    • url = {https://www.merl.com/publications/TR2019-103}
    • }
  •  Jones, M.J., Rambhatla, S., "Body Part Alignment and Temporal Attention for Video-Based Person Re-Identification", British Machine Vision Conference (BMVC), September 2019.
    BibTeX TR2019-108 PDF
    • @inproceedings{Jones2019sep,
    • author = {Jones, Michael J. and Rambhatla, Sai},
    • title = {{Body Part Alignment and Temporal Attention for Video-Based Person Re-Identification}},
    • booktitle = {British Machine Vision Conference (BMVC)},
    • year = 2019,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2019-108}
    • }
  •  Zhang, S., Zhang, S., Wang, B., Habetler, T., "Deep Learning Algorithms for Bearing Fault Diagnostics — A Review", Symposium on Diagnostics for Electric Machines, Power Electronic and Drives (SDEMPED), DOI: 10.1109/​DEMPED.2019.8864915, August 2019, pp. 257-263.
    BibTeX TR2019-084 PDF
    • @inproceedings{Zhang2019aug,
    • author = {Zhang, Shen and Zhang, Shibo and Wang, Bingnan and Habetler, Thomas},
    • title = {{Deep Learning Algorithms for Bearing Fault Diagnostics — A Review}},
    • booktitle = {Symposium on Diagnostics for Electric Machines, Power Electronic and Drives (SDEMPED)},
    • year = 2019,
    • pages = {257--263},
    • month = aug,
    • doi = {10.1109/DEMPED.2019.8864915},
    • url = {https://www.merl.com/publications/TR2019-084}
    • }
  •  Wang, J., Cherian, A., "Discriminative Video Representation Learning Using Support Vector Classifiers", IEEE Transactions on Pattern Analysis and Machine Intelligence, DOI: 10.1109/​TPAMI.2019.2937292, August 2019.
    BibTeX TR2019-107 PDF
    • @article{Wang2019aug,
    • author = {Wang, Jue and Cherian, Anoop},
    • title = {{Discriminative Video Representation Learning Using Support Vector Classifiers}},
    • journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
    • year = 2019,
    • month = aug,
    • doi = {10.1109/TPAMI.2019.2937292},
    • url = {https://www.merl.com/publications/TR2019-107}
    • }
  •  Li, Z., Chu, T., Kalabić, U., "Dynamics-Enabled Safe Deep Reinforcement Learning: Case Study on Active Suspension Control", IEEE Conference on Control Technology and Applications (CCTA), DOI: 10.1109/​CCTA.2019.8920696, August 2019, pp. 585-591.
    BibTeX TR2019-082 PDF
    • @inproceedings{Li2019aug,
    • author = {Li, Zhaojian and Chu, Tianshu and Kalabić, Uroš},
    • title = {{Dynamics-Enabled Safe Deep Reinforcement Learning: Case Study on Active Suspension Control}},
    • booktitle = {Proc. IEEE Conf. Control Technology and Applications},
    • year = 2019,
    • pages = {585--591},
    • month = aug,
    • doi = {10.1109/CCTA.2019.8920696},
    • url = {https://www.merl.com/publications/TR2019-082}
    • }
  •  Takahashi, T., Sun, H., Tian, D., Wang, Y., "Learning Heuristic Functions for Mobile Robot Path Planning Using Deep Neural Networks", International Conference on Automated Planning and Scheduling (ICAPS), July 2019, pp. 764-772.
    BibTeX TR2019-072 PDF
    • @inproceedings{Takahashi2019jul,
    • author = {Takahashi, Takeshi and Sun, He and Tian, Dong and Wang, Yebin},
    • title = {{Learning Heuristic Functions for Mobile Robot Path Planning Using Deep Neural Networks}},
    • booktitle = {International Conference on Automated Planning and Scheduling (ICAPS)},
    • year = 2019,
    • pages = {764--772},
    • month = jul,
    • publisher = {AAAI},
    • url = {https://www.merl.com/publications/TR2019-072}
    • }
  •  Lee, T.-Y., van Baar, J., Wittenburg, K.B., Sullivan, A., "Analysis of the contribution and temporal dependency of LSTM layers for reinforcement learning tasks", IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Explanable AI Workshop, June 2019, pp. 99-102.
    BibTeX TR2019-049 PDF
    • @inproceedings{Lee2019jun2,
    • author = {Lee, Teng-Yok and {van Baar}, Jeroen and Wittenburg, Kent B. and Sullivan, Alan},
    • title = {{Analysis of the contribution and temporal dependency of LSTM layers for reinforcement learning tasks}},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Explanable AI Workshop},
    • year = 2019,
    • pages = {99--102},
    • month = jun,
    • url = {https://www.merl.com/publications/TR2019-049}
    • }
  •  Duan, C., Chen, S., Tian, D., Moura, J., Kovacevic, J., "Deep Graph Topology Learning for 3D Point Cloud Reconstruction", Graph Signal Processing Workshop (GSP), June 2019.
    BibTeX TR2019-046 PDF
    • @inproceedings{Duan2019jun,
    • author = {Duan, Chaojing and Chen, Siheng and Tian, Dong and Moura, Jose and Kovacevic, Jelena},
    • title = {{Deep Graph Topology Learning for 3D Point Cloud Reconstruction}},
    • booktitle = {Graph Signal Processing Workshop (GSP)},
    • year = 2019,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2019-046}
    • }
  •  Matsumine, T., Koike-Akino, T., Wang, Y., "Deep Learning-Based Constellation Optimization for Physical Network Coding in Two-Way Relay Networks", IEEE International Conference on Communications (ICC), DOI: 10.1109/​ICC.2019.8761963, June 2019.
    BibTeX TR2019-025 PDF
    • @inproceedings{Matsumine2019jun,
    • author = {Matsumine, Toshiki and Koike-Akino, Toshiaki and Wang, Ye},
    • title = {{Deep Learning-Based Constellation Optimization for Physical Network Coding in Two-Way Relay Networks}},
    • booktitle = {IEEE International Conference on Communications (ICC)},
    • year = 2019,
    • month = jun,
    • doi = {10.1109/ICC.2019.8761963},
    • issn = {1938-1883},
    • isbn = {978-1-5386-8088-9},
    • url = {https://www.merl.com/publications/TR2019-025}
    • }
  •  van Baar, J., Sullivan, A., Corcodel, R., Jha, D.K., Romeres, D., Nikovski, D.N., "Sim-to-Real Transfer Learning using Robustified Controllers in Robotic Tasks involving Complex Dynamics", IEEE International Conference on Robotics and Automation (ICRA), DOI: 10.1109/​ICRA.2019.8793561, May 2019, pp. 6001-6007.
    BibTeX TR2018-202 PDF Video Software
    • @inproceedings{vanBaar2019may,
    • author = {{van Baar}, Jeroen and Sullivan, Alan and Corcodel, Radu and Jha, Devesh K. and Romeres, Diego and Nikovski, Daniel N.},
    • title = {{Sim-to-Real Transfer Learning using Robustified Controllers in Robotic Tasks involving Complex Dynamics}},
    • booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
    • year = 2019,
    • pages = {6001--6007},
    • month = may,
    • doi = {10.1109/ICRA.2019.8793561},
    • url = {https://www.merl.com/publications/TR2018-202}
    • }
  •  Aihara, R., Hanazawa, T., Okato, Y., Wichern, G., Le Roux, J., "Teacher-Student Deep Clustering For Low-Delay Channel Speech Separation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2019.8682695, May 2019.
    BibTeX TR2019-003 PDF
    • @inproceedings{Aihara2019may,
    • author = {Aihara, Ryo and Hanazawa, Toshiyuki and Okato, Yohei and Wichern, Gordon and {Le Roux}, Jonathan},
    • title = {{Teacher-Student Deep Clustering For Low-Delay Channel Speech Separation}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2019,
    • month = may,
    • doi = {10.1109/ICASSP.2019.8682695},
    • url = {https://www.merl.com/publications/TR2019-003}
    • }
  •  Le Roux, J., Wichern, G., Watanabe, S., Sarroff, A., Hershey, J., "The Phasebook: Building Complex Masks via Discrete Representations for Source Separation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2019.8682587, May 2019.
    BibTeX TR2019-008 PDF
    • @inproceedings{LeRoux2019may2,
    • author = {{Le Roux}, Jonathan and Wichern, Gordon and Watanabe, Shinji and Sarroff, Andy and Hershey, John},
    • title = {{The Phasebook: Building Complex Masks via Discrete Representations for Source Separation}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2019,
    • month = may,
    • doi = {10.1109/ICASSP.2019.8682587},
    • url = {https://www.merl.com/publications/TR2019-008}
    • }
  •  Lohit, S., Liu, D., Mansour, H., Boufounos, P.T., "Unrolled Projected Gradient Descent for Multi-Spectral Image Fusion", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2019.8683124, May 2019.
    BibTeX TR2019-010 PDF
    • @inproceedings{Lohit2019may,
    • author = {Lohit, Suhas and Liu, Dehong and Mansour, Hassan and Boufounos, Petros T.},
    • title = {{Unrolled Projected Gradient Descent for Multi-Spectral Image Fusion}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2019,
    • month = may,
    • doi = {10.1109/ICASSP.2019.8683124},
    • url = {https://www.merl.com/publications/TR2019-010}
    • }
  •  Seetharaman, P., Wichern, G., Le Roux, J., Pardo, B., "Bootstrapping Single-Channel Source Separation via Unsupervised Spatial Clustering on Stereo Mixtures", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2019.8683198, May 2019.
    BibTeX TR2019-014 PDF
    • @inproceedings{Seetharaman2019may2,
    • author = {Seetharaman, Prem and Wichern, Gordon and {Le Roux}, Jonathan and Pardo, Bryan},
    • title = {{Bootstrapping Single-Channel Source Separation via Unsupervised Spatial Clustering on Stereo Mixtures}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2019,
    • month = may,
    • doi = {10.1109/ICASSP.2019.8683198},
    • url = {https://www.merl.com/publications/TR2019-014}
    • }
  •  Seetharaman, P., Wichern, G., Venkataramani, S., Le Roux, J., "Class-Conditional Embeddings for Music Source Separation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2019.8683007, May 2019.
    BibTeX TR2019-004 PDF
    • @inproceedings{Seetharaman2019may,
    • author = {Seetharaman, Prem and Wichern, Gordon and Venkataramani, Shrikant and {Le Roux}, Jonathan},
    • title = {{Class-Conditional Embeddings for Music Source Separation }},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2019,
    • month = may,
    • doi = {10.1109/ICASSP.2019.8683007},
    • url = {https://www.merl.com/publications/TR2019-004}
    • }
  •  Ozdenizci, O., Wang, Y., Koike-Akino, T., Erdogmus, D., "Adversarial Deep Learning in EEG Biometrics", IEEE Signal Processing Letters, DOI: 10.1109/​LSP.2019.2906826, Vol. 26, No. 5, pp. 710-714, March 2019.
    BibTeX TR2019-017 PDF
    • @article{Ozdenizci2019mar2,
    • author = {Ozdenizci, Ozan and Wang, Ye and Koike-Akino, Toshiaki and Erdogmus, Deniz},
    • title = {{Adversarial Deep Learning in EEG Biometrics}},
    • journal = {IEEE Signal Processing Letters},
    • year = 2019,
    • volume = 26,
    • number = 5,
    • pages = {710--714},
    • month = mar,
    • doi = {10.1109/LSP.2019.2906826},
    • url = {https://www.merl.com/publications/TR2019-017}
    • }
  •  Le Roux, J., Wichern, G., Watanabe, S., Sarroff, A., Hershey, J., "Phasebook and Friends: Leveraging discrete representations for source separation", IEEE Journal of Selected Topics in Signal Processing, DOI: 10.1109/​JSTSP.2019.2904183, Vol. 13, No. 2, pp. 370-382, March 2019.
    BibTeX TR2018-199 PDF
    • @article{LeRoux2019mar,
    • author = {{Le Roux}, Jonathan and Wichern, Gordon and Watanabe, Shinji and Sarroff, Andy and Hershey, John},
    • title = {{Phasebook and Friends: Leveraging discrete representations for source separation}},
    • journal = {IEEE Journal of Selected Topics in Signal Processing},
    • year = 2019,
    • volume = 13,
    • number = 2,
    • pages = {370--382},
    • month = mar,
    • doi = {10.1109/JSTSP.2019.2904183},
    • url = {https://www.merl.com/publications/TR2018-199}
    • }
  •  d’Haro, L.F., Banchs, R., Hori, C., Li, H., "Automatic Evaluation of End-to-End Dialog Systems with Adequacy-Fluency Metrics", Special issue on DSTC6 in Computer Speech and Langauge, DOI: 10.1016/​j.csl.2018.12.004, Vol. 55, pp. 200-215, March 2019.
    BibTeX TR2018-195 PDF
    • @article{dHaro2019mar,
    • author = {d’Haro, Luis Fernando and Banchs, Rafael and Hori, Chiori and Li, Haizhou},
    • title = {{Automatic Evaluation of End-to-End Dialog Systems with Adequacy-Fluency Metrics}},
    • journal = {Special issue on DSTC6 in Computer Speech and Langauge},
    • year = 2019,
    • volume = 55,
    • pages = {200--215},
    • month = mar,
    • publisher = {Elsevier},
    • doi = {10.1016/j.csl.2018.12.004},
    • url = {https://www.merl.com/publications/TR2018-195}
    • }
  •  Teo, K.H., "Trip Report on International Symposium on the Physical and Failure Analysis of Integrated Circuits 2018 and NTU-MIT Alliance Labs Visit," Tech. Rep. TR2018-194, Mitsubishi Electric Research Laboratories, March 2019.
    BibTeX TR2018-194 PDF
    • @techreport{Teo2019mar2,
    • author = {Teo, Koon Hoo},
    • title = {{Trip Report on International Symposium on the Physical and Failure Analysis of Integrated Circuits 2018 and NTU-MIT Alliance Labs Visit}},
    • institution = {Mitsubishi Electric Research Laboratories},
    • year = 2019,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2018-194}
    • }