Publications

175 / 3,734 publications found.


  •  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}
    • }
  •  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}
    • }
  •  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}
    • }
  •  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., 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}
    • }
  •  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}
    • }
  •  TaherSima, M., Kojima, K., Koike-Akino, T., Jha, D.K., Wang, B., Lin, C., Parsons, K., "Deep Neural Network Inverse Modeling for Integrated Photonics", Optical Fiber Communication Conference and Exposition and the National Fiber Optic Engineers Conference (OFC/NFOEC), DOI: 10.1364/​OFC.2019.W3B.5, March 2019.
    BibTeX TR2018-183 PDF
    • @inproceedings{TaherSima2019mar,
    • author = {TaherSima, Mohammad and Kojima, Keisuke and Koike-Akino, Toshiaki and Jha, Devesh K. and Wang, Bingnan and Lin, Chungwei and Parsons, Kieran},
    • title = {Deep Neural Network Inverse Modeling for Integrated Photonics},
    • booktitle = {Optical Fiber Communication Conference and Exposition and the National Fiber Optic Engineers Conference (OFC/NFOEC)},
    • year = 2019,
    • month = mar,
    • doi = {10.1364/OFC.2019.W3B.5},
    • url = {https://www.merl.com/publications/TR2018-183}
    • }
  •  TaherSima, M., Kojima, K., Koike-Akino, T., Jha, D., Wang, B., Lin, C., Parsons, K., "Deep Neural Network Inverse Design of Integrated Photonic Power Splitters", Nature Scientific Reports, DOI: 10.1038/​s41598-018-37952-2, Vol. 9, pp. 1368, December 2018.
    BibTeX TR2018-180 PDF
    • @article{TaherSima2018dec,
    • author = {TaherSima, Mohammad and Kojima, Keisuke and Koike-Akino, Toshiaki and Jha, Devesh and Wang, Bingnan and Lin, Chungwei and Parsons, Kieran},
    • title = {Deep Neural Network Inverse Design of Integrated Photonic Power Splitters},
    • journal = {Nature Scientific Reports},
    • year = 2018,
    • volume = 9,
    • pages = 1368,
    • month = dec,
    • doi = {10.1038/s41598-018-37952-2},
    • issn = {2045-2322},
    • url = {https://www.merl.com/publications/TR2018-180}
    • }
  •  Ataer-Cansizoglu, E., Jones, M.J., "Super-resolution of Very Low-Resolution Faces from Videos", British Machine Vision Conference (BMVC), September 2018.
    BibTeX TR2018-140 PDF
    • @inproceedings{Ataer-Cansizoglu2018sep,
    • author = {Ataer-Cansizoglu, Esra and Jones, Michael J.},
    • title = {Super-resolution of Very Low-Resolution Faces from Videos},
    • booktitle = {British Machine Vision Conference (BMVC)},
    • year = 2018,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2018-140}
    • }
  •  Wichern, G., Le Roux, J., "Phase Reconstruction with Learned Time-Frequency Representations for Single-Channel Speech Separation", International Workshop on Acoustic Signal Enhancement (IWAENC), DOI: 10.1109/​IWAENC.2018.8521243, September 2018.
    BibTeX TR2018-146 PDF
    • @inproceedings{Wichern2018sep,
    • author = {Wichern, Gordon and Le Roux, Jonathan},
    • title = {Phase Reconstruction with Learned Time-Frequency Representations for Single-Channel Speech Separation},
    • booktitle = {International Workshop on Acoustic Signal Enhancement (IWAENC)},
    • year = 2018,
    • month = sep,
    • doi = {10.1109/IWAENC.2018.8521243},
    • url = {https://www.merl.com/publications/TR2018-146}
    • }
  •  Kocanaogullari, A., Ataer-Cansizoglu, E., "Active Descriptor Learning for Feature Matching", International Workshop on Compact and Efficient Feature Representation and Learning in Computer Vision, September 2018.
    BibTeX TR2018-132 PDF
    • @inproceedings{Kocanaogullari2018sep,
    • author = {Kocanaogullari, Aziz and Ataer-Cansizoglu, Esra},
    • title = {Active Descriptor Learning for Feature Matching},
    • booktitle = {International Workshop on Compact and Efficient Feature Representation and Learning in Computer Vision},
    • year = 2018,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2018-132}
    • }
  •  Jones, M.J., Broad, A., Lee, T.-Y., "Recurrent Multi-frame Single Shot Detector for Video Object Detection", British Machine Vision Conference (BMVC), September 2018.
    BibTeX TR2018-137 PDF
    • @inproceedings{Jones2018sep,
    • author = {Jones, Michael J. and Broad, Alexander and Lee, Teng-Yok},
    • title = {Recurrent Multi-frame Single Shot Detector for Video Object Detection},
    • booktitle = {British Machine Vision Conference (BMVC)},
    • year = 2018,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2018-137}
    • }
  •  Wang, Z.-Q., Le Roux, J., Wang, D., Hershey, J., "End-to-End Speech Separation with Unfolded Iterative Phase Reconstruction", Interspeech, September 2018.
    BibTeX TR2018-135 PDF
    • @inproceedings{Wang2018sep,
    • author = {Wang, Zhong-Qiu and Le Roux, Jonathan and Wang, DeLiang and Hershey, John},
    • title = {End-to-End Speech Separation with Unfolded Iterative Phase Reconstruction},
    • booktitle = {Interspeech},
    • year = 2018,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2018-135}
    • }
  •  Watanabe, S., Hori, T., Karita, S., Hayashi, T., Nishitoba, J., Unno, Y., Enrique Yalta Soplin, N., Heymann, J., Wiesner, M., Chen, N., Renduchintala, A., Ochiai, T., "ESPnet: End-to-End Speech Processing Toolkit", Interspeech, September 2018.
    BibTeX TR2018-136 PDF
    • @inproceedings{Watanabe2018sep,
    • author = {Watanabe, Shinji and Hori, Takaaki and Karita, Shigeki and Hayashi, Tomoki and Nishitoba, Jiro and Unno, Yuya and Enrique Yalta Soplin, Nelson and Heymann, Jahn and Wiesner, Matthew and Chen, Nanxin and Renduchintala, Adithya and Ochiai, Tsubasa},
    • title = {ESPnet: End-to-End Speech Processing Toolkit},
    • booktitle = {Interspeech},
    • year = 2018,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2018-136}
    • }
  •  Ataer-Cansizoglu, E., Jones, M.J., Zhang, Z., Sullivan, A., "Verification of Very Low-Resolution Faces Using An Identity-Preserving Deep Face Super-resolution Network", arXiv, August 2018.
    BibTeX arXiv
    • @article{Ataer-Cansizoglu2018aug,
    • author = {Ataer-Cansizoglu, Esra and Jones, Michael J. and Zhang, Ziming and Sullivan, Alan},
    • title = {Verification of Very Low-Resolution Faces Using An Identity-Preserving Deep Face Super-resolution Network},
    • journal = {arXiv},
    • year = 2018,
    • month = aug,
    • url = {https://arxiv.org/abs/1903.10974}
    • }
  •  Zhang, Z., "LMKL-Net: A Fast Localized Multiple Kernel Learning Solver via Deep Neural Networks", arXiv, July 12, 2018.
    BibTeX arXiv
    • @article{Zhang2018jul,
    • author = {Zhang, Ziming},
    • title = {LMKL-Net: A Fast Localized Multiple Kernel Learning Solver via Deep Neural Networks},
    • journal = {arXiv},
    • year = 2018,
    • month = jul,
    • url = {https://arxiv.org/abs/1805.08656}
    • }
  •  Erdogan, H., Hershey, J., Watanabe, S., Le Roux, J., "Deep recurrent networks for separation and recognition of single-channel speech in non-stationary background audio" in New Era for Robust Speech Recognition: Exploiting Deep Learning, Watanabe, S. and Delcroix, M. and Metze, F. and Hershey, J.R., Eds., chapter 7, Springer, July 2018.
    BibTeX
    • @incollection{Erdogan2018jul,
    • author = {Erdogan, Hakan and Hershey, John and Watanabe, Shinji and Le Roux, Jonathan},
    • title = {Deep recurrent networks for separation and recognition of single-channel speech in non-stationary background audio},
    • booktitle = {New Era for Robust Speech Recognition: Exploiting Deep Learning},
    • year = 2018,
    • editor = {Watanabe, S. and Delcroix, M. and Metze, F. and Hershey, J.R.},
    • chapter = 7,
    • month = jul,
    • publisher = {Springer},
    • isbn = {978-3-319-64680-0}
    • }