Publications

94 / 2,906 publications found.


  •  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), 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,
    • url = {https://www.merl.com/publications/TR2020-060}
    • }
  •  Ioannidis, V., Chen, S., Giannakis, G., "Pruned Graph Scattering Transforms", International Conference on Learning Representations (ICLR), April 2020.
    BibTeX TR2020-055 PDF
    • @inproceedings{Ioannidis2020apr,
    • author = {Ioannidis, Vassilis and Chen, Siheng and Giannakis, Georgios},
    • title = {Pruned Graph Scattering Transforms},
    • booktitle = {International Conference on Learning Representations (ICLR)},
    • year = 2020,
    • month = apr,
    • url = {https://www.merl.com/publications/TR2020-055}
    • }
  •  Koike-Akino, T., Wang, P., Pajovic, M., Sun, H., Orlik, P.V., "Fingerprinting-Based Indoor Localization with Commercial MMWave WiFi: A Deep Learning Approach", IEEE Access, DOI: 10.1109/ACCESS.2020.2991129, April 2020.
    BibTeX TR2020-054 PDF Data
    • @article{Koike-Akino2020apr,
    • author = {Koike-Akino, Toshiaki and Wang, Pu and Pajovic, Milutin and Sun, Haijian and Orlik, Philip V.},
    • title = {Fingerprinting-Based Indoor Localization with Commercial MMWave WiFi: A Deep Learning Approach},
    • journal = {IEEE Access},
    • year = 2020,
    • month = apr,
    • doi = {10.1109/ACCESS.2020.2991129},
    • issn = {2169-3536},
    • url = {https://www.merl.com/publications/TR2020-054}
    • }
  •  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}
    • }
  •  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}
    • }
  •  Maciejewski, M., Wichern, G., McQuinn, E., Le Roux, J., "WHAMR!: Noisy and Reverberant Single-Channel Speech Separation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP40776.2020.9053327, April 2020, pp. 696-700.
    BibTeX TR2020-042 PDF Video
    • @inproceedings{Maciejewski2020apr,
    • author = {Maciejewski, Matthew and Wichern, Gordon and McQuinn, Emmett and Le Roux, Jonathan},
    • title = {WHAMR!: Noisy and Reverberant Single-Channel Speech Separation},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2020,
    • pages = {696--700},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP40776.2020.9053327},
    • issn = {2379-190X},
    • isbn = {978-1-5090-6631-5},
    • url = {https://www.merl.com/publications/TR2020-042}
    • }
  •  Yu, L., Liu, D., Mansour, H., Boufounos, P.T., Ma, Y., "Blind Multi-Spectral Image Pan-Sharpening", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP40776.2020.9053554, April 2020, pp. 1429-1433.
    BibTeX TR2020-047 PDF Video
    • @inproceedings{Yu2020apr,
    • author = {Yu, Lantao and Liu, Dehong and Mansour, Hassan and Boufounos, Petros T. and Ma, Yanting},
    • title = {Blind Multi-Spectral Image Pan-Sharpening},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2020,
    • pages = {1429--1433},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP40776.2020.9053554},
    • issn = {2379-190X},
    • isbn = {978-1-5090-6631-5},
    • url = {https://www.merl.com/publications/TR2020-047}
    • }
  •  Zhang, S., Zhang, S., Wang, B., Habetler, T., "Deep Learning Algorithms for Bearing Fault Diagnostics – A Comprehensive Review", IEEE Access, March 2020.
    BibTeX TR2020-034 PDF
    • @article{Zhang2020mar,
    • author = {Zhang, Shen and Zhang, Shibo and Wang, Bingnan and Habetler, Thomas},
    • title = {Deep Learning Algorithms for Bearing Fault Diagnostics – A Comprehensive Review},
    • journal = {IEEE Access},
    • year = 2020,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2020-034}
    • }
  •  Koike-Akino, T., Wang, Y., Millar, D.S., Kojima, K., Parsons, K., "Neural Turbo Equalization: Deep Learning for Fiber-Optic Nonlinearity Compensation", Journal of Lightwave Technology, DOI: 10.1109/JLT.2020.2976479, March 2020.
    BibTeX TR2020-033 PDF
    • @article{Koike-Akino2020mar3,
    • author = {Koike-Akino, Toshiaki and Wang, Ye and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
    • title = {Neural Turbo Equalization: Deep Learning for Fiber-Optic Nonlinearity Compensation},
    • journal = {Journal of Lightwave Technology},
    • year = 2020,
    • month = mar,
    • doi = {10.1109/JLT.2020.2976479},
    • url = {https://www.merl.com/publications/TR2020-033}
    • }
  •  Tang, Y., Kojima, K., Koike-Akino, T., Wang, Y., Wu, P., TaherSima, M., Jha, D., Parsons, K., Qi, M., "Deep Neural Network Inverse Design of Integrated Nanophotonic Devices", arXiv, DOI: arXiv:2003.03747, March 2020.
    BibTeX arXiv
    • @article{Tang2020mar2,
    • 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 = {Deep Neural Network Inverse Design of Integrated Nanophotonic Devices},
    • journal = {arXiv},
    • year = 2020,
    • month = mar,
    • doi = {arXiv:2003.03747},
    • url = {http://arxiv.org/abs/2003.03747}
    • }
  •  Kojima, K., TaherSima, M., Koike-Akino, T., Jha, D., Tang, Y., Parsons, K., Sang, F., Klamkin, J., "Deep Neural Networks for Designing Integrated Photonics", Optical Fiber Communication Conference and Exposition (OFC), DOI: https://doi.org/10.1364/OFC.2020.Th1A.6, March 2020.
    BibTeX TR2020-057 PDF
    • @inproceedings{Kojima2020mar,
    • author = {Kojima, Keisuke and TaherSima, Mohammad and Koike-Akino, Toshiaki and Jha, Devesh and Tang, Yingheng and Parsons, Kieran and Sang, Fengqiao and Klamkin, Jonathan},
    • title = {Deep Neural Networks for Designing Integrated Photonics},
    • booktitle = {Optical Fiber Communication Conference and Exposition (OFC)},
    • year = 2020,
    • month = mar,
    • publisher = {OSA},
    • doi = {https://doi.org/10.1364/OFC.2020.Th1A.6},
    • isbn = {978-1-943580-71-2},
    • url = {https://www.merl.com/publications/TR2020-057}
    • }
  •  Tang, Y., Kojima, K., Koike-Akino, T., Wang, Y., Wu, P., TaherSima, M., Jha, D., Parsons, K., Qi, M., "Generative Deep Learning Model for a Multi-level NanoOptic Broadband Power Splitter", Optical Fiber Communication Conference and Exposition (OFC), DOI: 10.1364/OFC.2020.Th1A.1, March 2020, pp. Th1A.1.
    BibTeX TR2020-025 PDF
    • @inproceedings{Tang2020mar,
    • 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 a Multi-level NanoOptic Broadband Power Splitter},
    • booktitle = {Optical Fiber Communication Conference and Exposition (OFC)},
    • year = 2020,
    • pages = {Th1A.1},
    • month = mar,
    • publisher = {OSA},
    • doi = {10.1364/OFC.2020.Th1A.1},
    • isbn = {978-1-943580-71-2},
    • url = {https://www.merl.com/publications/TR2020-025}
    • }
  •  He, W., Lee, T.-Y., van Baar, J., Wittenburg, K.B., Shen, H.-W., "DynamicsExplorer: Visual Analytics for Robot Control Tasks involving Dynamics and LSTM-based Control Policies", IEEE Pacific Visualization Symposium (PacificVis), January 2020.
    BibTeX TR2020-011 PDF
    • @inproceedings{He2020jan,
    • author = {He, Wenbin and Lee, Teng-Yok and van Baar, Jeroen and Wittenburg, Kent B. and Shen, Han-Wei},
    • title = {DynamicsExplorer: Visual Analytics for Robot Control Tasks involving Dynamics and LSTM-based Control Policies},
    • booktitle = {IEEE Pacific Visualization Symposium (PacificVis)},
    • year = 2020,
    • month = jan,
    • url = {https://www.merl.com/publications/TR2020-011}
    • }
  •  Chen, S., Duan, C., Yang, Y., Feng, C., Li, D., Tian, D., "Deep Unsupervised Learning of 3D Point Clouds via Graph Topology Inference and Filtering", IEEE Transactions on Image Processing, DOI: 10.1109/TIP.2019.2957935, pp. 3183-3198, January 2020.
    BibTeX TR2020-004 PDF Software
    • @article{Chen2020jan,
    • author = {Chen, Siheng and Duan, Chaojing and Yang, Yaoqing and Feng, Chen and Li, Duanshun and Tian, Dong},
    • title = {Deep Unsupervised Learning of 3D Point Clouds via Graph Topology Inference and Filtering},
    • journal = {IEEE Transactions on Image Processing},
    • year = 2020,
    • pages = {3183--3198},
    • month = jan,
    • doi = {10.1109/TIP.2019.2957935},
    • url = {https://www.merl.com/publications/TR2020-004}
    • }
  •  Xu, H., Sun, H., Nikovski, D.N., Kitamura, S., Mori, K., Hashimoto, H., "Deep Reinforcement Learning for Joint Bidding and Pricing of Load Serving Entity", IEEE Transactions on smart grids, DOI: 10.1109/TSG.2019.2903756, Vol. 10, No. 6, pp. 6366-6375, January 2020.
    BibTeX TR2020-003 PDF
    • @article{Xu2020jan,
    • author = {Xu, Hanchen and Sun, Hongbo and Nikovski, Daniel N. and Kitamura, Shoichi and Mori, Kazuyuki and Hashimoto, Hiroyuki},
    • title = {Deep Reinforcement Learning for Joint Bidding and Pricing of Load Serving Entity},
    • journal = {IEEE Transactions on smart grids},
    • year = 2020,
    • volume = 10,
    • number = 6,
    • pages = {6366--6375},
    • month = jan,
    • doi = {10.1109/TSG.2019.2903756},
    • issn = {1949-3061},
    • url = {https://www.merl.com/publications/TR2020-003}
    • }
  •  Chu, T., Kalabić, U., "Model-based deep reinforcement learning for CACC in mixed-autonomy vehicle platoons", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/CDC40024.2019.9030110, December 2019, pp. 4079-4084.
    BibTeX TR2019-142 PDF
    • @inproceedings{Chu2019dec,
    • author = {Chu, Tianshu and Kalabić, Uroš},
    • title = {Model-based deep reinforcement learning for CACC in mixed-autonomy vehicle platoons},
    • booktitle = {Proc. IEEE Conference on Decision and Control},
    • year = 2019,
    • pages = {4079--4084},
    • month = dec,
    • doi = {10.1109/CDC40024.2019.9030110},
    • url = {https://www.merl.com/publications/TR2019-142}
    • }
  •  Fujihashi, T., Koike-Akino, T., Watanabe, T., Orlik, P.V., "DNN-based Simultaneous Screen-to-Camera and Screen-to-Eye Communications", IEEE Global Communications Conference (GLOBECOM), DOI: 10.1109/GLOBECOM38437.2019.9013967, December 2019.
    BibTeX TR2019-132 PDF
    • @inproceedings{Fujihashi2019dec,
    • author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi and Orlik, Philip V.},
    • title = {DNN-based Simultaneous Screen-to-Camera and Screen-to-Eye Communications},
    • booktitle = {IEEE Global Communications Conference (GLOBECOM)},
    • year = 2019,
    • month = dec,
    • publisher = {IEEE},
    • doi = {10.1109/GLOBECOM38437.2019.9013967},
    • issn = {2576-6813},
    • isbn = {978-1-7281-0962-6},
    • url = {https://www.merl.com/publications/TR2019-132}
    • }
  •  Jespersen, M.H., Pajovic, M., Koike-Akino, T., Wang, Y., Popovski, P., Orlik, P.V., "Deep Learning for Synchronization and Channel Estimation in NB-IoT Random Access Channel", IEEE Global Communications Conference (GLOBECOM), DOI: 10.1109/GLOBECOM38437.2019.9013510, December 2019.
    BibTeX TR2019-140 PDF
    • @inproceedings{Jespersen2019dec,
    • author = {Jespersen, Mads Helge and Pajovic, Milutin and Koike-Akino, Toshiaki and Wang, Ye and Popovski, Petar and Orlik, Philip V.},
    • title = {Deep Learning for Synchronization and Channel Estimation in NB-IoT Random Access Channel},
    • booktitle = {IEEE Global Communications Conference (GLOBECOM)},
    • year = 2019,
    • month = dec,
    • publisher = {IEEE},
    • doi = {10.1109/GLOBECOM38437.2019.9013510},
    • issn = {2576-6813},
    • isbn = {978-1-7281-0962-6},
    • url = {https://www.merl.com/publications/TR2019-140}
    • }
  •  Liu, B., Wei, Z., Yuan, J., Pajovic, M., "Deep Learning Assisted User Identification in Massive Machine-Type Communications", IEEE Global Communications Conference (GLOBECOM), DOI: 10.1109/GLOBECOM38437.2019.9014177, December 2019, pp. 1-6.
    BibTeX TR2019-134 PDF
    • @inproceedings{Liu2019dec,
    • author = {Liu, Bryan and Wei, Zhiqiang and Yuan, Jinhong and Pajovic, Milutin},
    • title = {Deep Learning Assisted User Identification in Massive Machine-Type Communications},
    • booktitle = {IEEE Global Communications Conference (GLOBECOM)},
    • year = 2019,
    • pages = {1--6},
    • month = dec,
    • doi = {10.1109/GLOBECOM38437.2019.9014177},
    • url = {https://www.merl.com/publications/TR2019-134}
    • }
  •  Zhang, S., Ye, F., Wang, B., Habetler, T.G., "Semi-Supervised Learning of Bearing Anomaly Detection via Deep Variational Autoencoders", arXiv, November 2019.
    BibTeX arXiv
    • @article{Zhang2019nov,
    • author = {Zhang, Shen and Ye, Fei and Wang, Bingnan and Habetler, Thomas G},
    • title = {Semi-Supervised Learning of Bearing Anomaly Detection via Deep Variational Autoencoders},
    • journal = {arXiv},
    • year = 2019,
    • month = nov,
    • url = {http://arxiv.org/abs/1912.01096}
    • }
  •  Zhang, Z., Wu, Y., Wang, G., "Unsupervised Deep Feature Transfer for Low Resolution Image Classification", IEEE International Conference on Computer Vision Workshops (ICCV), DOI: 10.1109/ICCVW.2019.00136, October 2019, pp. 1065-1069.
    BibTeX TR2019-127 PDF
    • @inproceedings{Zhang2019oct,
    • author = {Zhang, Ziming and Wu, Yuanwei and Wang, Guanghui},
    • title = {Unsupervised Deep Feature Transfer for Low Resolution Image Classification},
    • booktitle = {IEEE International Conference on Computer Vision Workshops (ICCV)},
    • year = 2019,
    • pages = {1065--1069},
    • month = oct,
    • doi = {10.1109/ICCVW.2019.00136},
    • url = {https://www.merl.com/publications/TR2019-127}
    • }
  •  Wu, Y., Marks, T., Cherian, A., Chen, S., Feng, C., Wang, G., Sullivan, A., "Unsupervised Joint 3D Object Model Learning and 6D Pose Estimation for Depth-Based Instance Segmentation", IEEE ICCV Workshop on Recovering 6D Object Pose, DOI: 10.1109/ICCVW.2019.00339, October 2019, pp. 2777-2786.
    BibTeX TR2019-118 PDF
    • @inproceedings{Wu2019oct,
    • author = {Wu, Yuanwei and Marks, Tim and Cherian, Anoop and Chen, Siheng and Feng, Chen and Wang, Guanghui and Sullivan, Alan},
    • title = {Unsupervised Joint 3D Object Model Learning and 6D Pose Estimation for Depth-Based Instance Segmentation},
    • booktitle = {IEEE ICCV Workshop on Recovering 6D Object Pose},
    • year = 2019,
    • pages = {2777--2786},
    • month = oct,
    • doi = {10.1109/ICCVW.2019.00339},
    • url = {https://www.merl.com/publications/TR2019-118}
    • }
  •  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., 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), October 2019.
    BibTeX TR2019-117 PDF
    • @inproceedings{Marks2019oct,
    • author = {Marks, Tim 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,
    • month = oct,
    • 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}
    • }