Publications

133 / 3,283 publications found.


  •  Liu, J., Guo, J., Orlik, P.V., Shibata, M., Nakahara, D., Mii, S., Takac, M., "Anomaly Detection in Manufacturing Systems Using Structured Neural Networks", IEEE World Congress on Intelligent Control and Automation, DOI: 10.1109/​WCICA.2018.8630692, July 2018, pp. 175-180.
    BibTeX TR2018-097 PDF
    • @inproceedings{Liu2018jul2,
    • author = {Liu, Jie and Guo, Jianlin and Orlik, Philip V. and Shibata, Masahiko and Nakahara, Daiki and Mii, Satoshi and Takac, Martin},
    • title = {Anomaly Detection in Manufacturing Systems Using Structured Neural Networks},
    • booktitle = {IEEE World Congress on Intelligent Control and Automation},
    • year = 2018,
    • pages = {175--180},
    • month = jul,
    • doi = {10.1109/WCICA.2018.8630692},
    • url = {https://www.merl.com/publications/TR2018-097}
    • }
  •  Koike-Akino, T., Millar, D.S., Parsons, K., Kojima, K., "Fiber Nonlinearity Equalization with Multi-Label Deep Learning Scalable to High-Order DP-QAM", Signal Processing in Photonic Communications (SPPCom), DOI: 10.1364/​SPPCOM.2018.SpM4G.1, July 2018.
    BibTeX TR2018-047 PDF
    • @inproceedings{Koike-Akino2018jul3,
    • author = {Koike-Akino, Toshiaki and Millar, David S. and Parsons, Kieran and Kojima, Keisuke},
    • title = {Fiber Nonlinearity Equalization with Multi-Label Deep Learning Scalable to High-Order DP-QAM},
    • booktitle = {Signal Processing in Photonic Communications (SPPCom)},
    • year = 2018,
    • month = jul,
    • doi = {10.1364/SPPCOM.2018.SpM4G.1},
    • url = {https://www.merl.com/publications/TR2018-047}
    • }
  •  Shen, Y., Feng, C., Yang, Y., Tian, D., "Mining Point Cloud Local Structures by Kernel Correlation and Graph Pooling", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2018.
    BibTeX TR2018-041 PDF Software
    • @inproceedings{Shen2018jun,
    • author = {Shen, Yiru and Feng, Chen and Yang, Yaoqing and Tian, Dong},
    • title = {Mining Point Cloud Local Structures by Kernel Correlation and Graph Pooling},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2018,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2018-041}
    • }
  •  Yang, Y., Feng, C., Shen, Y., Tian, D., "FoldingNet: Point Cloud Auto-encoder via Deep Grid Deformation", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/​CVPR.2018.00029, June 2018.
    BibTeX TR2018-042 PDF Software
    • @inproceedings{Yang2018jun,
    • author = {Yang, Yaoqing and Feng, Chen and Shen, Yiru and Tian, Dong},
    • title = {FoldingNet: Point Cloud Auto-encoder via Deep Grid Deformation},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2018,
    • month = jun,
    • doi = {10.1109/CVPR.2018.00029},
    • url = {https://www.merl.com/publications/TR2018-042}
    • }
  •  Zhang, Z., Wu, Y., Wang, G., "BPGrad: Towards Global Optimality in Deep Learning via Branch and Pruning", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2018, pp. 3301-3309.
    BibTeX TR2018-068 PDF
    • @inproceedings{Zhang2018jun,
    • author = {Zhang, Ziming and Wu, Yuanwei and Wang, Guanghui},
    • title = {BPGrad: Towards Global Optimality in Deep Learning via Branch and Pruning},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2018,
    • pages = {3301--3309},
    • month = jun,
    • url = {https://www.merl.com/publications/TR2018-068}
    • }
  •  Fujihashi, T., Koike-Akino, T., Watanabe, T., Orlik, P.V., "Nonlinear Equalization with Deep Learning for Multi-Purpose Visual MIMO Communications", IEEE International Conference on Communications (ICC), DOI: 10.1109/​ICC.2018.8422544, May 2018.
    BibTeX TR2018-039 PDF
    • @inproceedings{Fujihashi2018may,
    • author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi and Orlik, Philip V.},
    • title = {Nonlinear Equalization with Deep Learning for Multi-Purpose Visual MIMO Communications},
    • booktitle = {IEEE International Conference on Communications (ICC)},
    • year = 2018,
    • month = may,
    • doi = {10.1109/ICC.2018.8422544},
    • url = {https://www.merl.com/publications/TR2018-039}
    • }
  •  Settle, S., Le Roux, J., Hori, T., Watanabe, S., Hershey, J.R., "End-to-End Multi-Speaker Speech Recognition", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2018.8461893, April 2018, pp. 4819-4823.
    BibTeX TR2018-001 PDF Video
    • @inproceedings{Settle2018apr,
    • author = {Settle, Shane and Le Roux, Jonathan and Hori, Takaaki and Watanabe, Shinji and Hershey, John R.},
    • title = {End-to-End Multi-Speaker Speech Recognition},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2018,
    • pages = {4819--4823},
    • month = apr,
    • doi = {10.1109/ICASSP.2018.8461893},
    • url = {https://www.merl.com/publications/TR2018-001}
    • }
  •  Wen, B., Kamilov, U., Liu, D., Mansour, H., Boufounos, P.T., "DeepCASD: An End-to-End Approach for Multi-Spectural Image Super-Resolution", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2018.8461795, April 2018, pp. 6503-6507.
    BibTeX TR2018-009 PDF
    • @inproceedings{Wen2018apr,
    • author = {Wen, Bihan and Kamilov, Ulugbek and Liu, Dehong and Mansour, Hassan and Boufounos, Petros T.},
    • title = {DeepCASD: An End-to-End Approach for Multi-Spectural Image Super-Resolution},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2018,
    • pages = {6503--6507},
    • month = apr,
    • doi = {10.1109/ICASSP.2018.8461795},
    • url = {https://www.merl.com/publications/TR2018-009}
    • }
  •  Zhang, Z., Xu, W., Sullivan, A., "Time-Delay Momentum: A Regularization Perspective on the Convergence and Generalization of Stochastic Momentum for Deep Learning", arXiv, March 2018.
    BibTeX arXiv
    • @article{Zhang2018mar,
    • author = {Zhang, Ziming and Xu, Wenju and Sullivan, Alan},
    • title = {Time-Delay Momentum: A Regularization Perspective on the Convergence and Generalization of Stochastic Momentum for Deep Learning},
    • journal = {arXiv},
    • year = 2018,
    • month = mar,
    • url = {https://arxiv.org/abs/1903.00760}
    • }
  •  Ochiai, T., Watanabe, S., Hori, T., Hershey, J.R., Xiao, X., "Unified Architecture for Multichannel End-to-End Speech Recognition with Neural Beamforming", IEEE Journal of Selected Topics in Signal Processing, DOI: 10.1109/​JSTSP.2017.2764276, Vol. 11, No. 8, pp. 1274-1288, October 2017.
    BibTeX TR2017-192 PDF
    • @article{Ochiai2017oct2,
    • author = {Ochiai, Tsubasa and Watanabe, Shinji and Hori, Takaaki and Hershey, John R. and Xiao, Xiong},
    • title = {Unified Architecture for Multichannel End-to-End Speech Recognition with Neural Beamforming},
    • journal = {IEEE Journal of Selected Topics in Signal Processing},
    • year = 2017,
    • volume = 11,
    • number = 8,
    • pages = {1274--1288},
    • month = oct,
    • doi = {10.1109/JSTSP.2017.2764276},
    • issn = {1941-0484},
    • url = {https://www.merl.com/publications/TR2017-192}
    • }
  •  Watanabe, S., Hori, T., Kim, S., Hershey, J.R., Hayashi, T., "Hybrid CTC/Attention Architecture for End-to-End Speech Recognition", IEEE Journal of Selected Topics in Signal Processing, DOI: 10.1109/​JSTSP.2017.2763455, Vol. 11, No. 8, pp. 1240-1253, October 2017.
    BibTeX TR2017-190 PDF Video
    • @article{Watanabe2017oct,
    • author = {Watanabe, Shinji and Hori, Takaaki and Kim, Suyoun and Hershey, John R. and Hayashi, Tomoki},
    • title = {Hybrid CTC/Attention Architecture for End-to-End Speech Recognition},
    • journal = {IEEE Journal of Selected Topics in Signal Processing},
    • year = 2017,
    • volume = 11,
    • number = 8,
    • pages = {1240--1253},
    • month = oct,
    • doi = {10.1109/JSTSP.2017.2763455},
    • issn = {1941-0484},
    • url = {https://www.merl.com/publications/TR2017-190}
    • }
  •  Hori, T., Watanabe, S., Zhang, Y., Chan, W., "Advances in Joint CTC-Attention based End-to-End Speech Recognition with a Deep CNN Encoder and RNN-LM", Interspeech, August 2017.
    BibTeX TR2017-132 PDF Video
    • @inproceedings{Hori2017aug,
    • author = {Hori, Takaaki and Watanabe, Shinji and Zhang, Yu and Chan, William},
    • title = {Advances in Joint CTC-Attention based End-to-End Speech Recognition with a Deep CNN Encoder and RNN-LM},
    • booktitle = {Interspeech},
    • year = 2017,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2017-132}
    • }
  •  Abbeloos, W., Caccamo, S., Ataer-Cansizoglu, E., Taguchi, Y., Feng, C., Lee, T.-Y., "Detecting and Grouping Identical Objects for Region Proposal and Classification", CVPR Workshop on Deep Learning for Robotic Vision, DOI: 10.1109/​CVPRW.2017.76, July 2017.
    BibTeX TR2017-099 PDF
    • @inproceedings{Abbeloos2017jul,
    • author = {Abbeloos, Wim and Caccamo, Sergio and Ataer-Cansizoglu, Esra and Taguchi, Yuichi and Feng, Chen and Lee, Teng-Yok},
    • title = {Detecting and Grouping Identical Objects for Region Proposal and Classification},
    • booktitle = {CVPR Workshop on Deep Learning for Robotic Vision},
    • year = 2017,
    • month = jul,
    • doi = {10.1109/CVPRW.2017.76},
    • url = {https://www.merl.com/publications/TR2017-099}
    • }
  •  Yu, Z., Feng, C., Liu, M.-Y., Ramalingam, S., "CASENet: Deep Category-Aware Semantic Edge Detection", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/​CVPR.2017.191, July 2017.
    BibTeX TR2017-100 PDF Video Software
    • @inproceedings{Yu2017jul,
    • author = {Yu, Zhiding and Feng, Chen and Liu, Ming-Yu and Ramalingam, Srikumar},
    • title = {CASENet: Deep Category-Aware Semantic Edge Detection},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2017,
    • month = jul,
    • doi = {10.1109/CVPR.2017.191},
    • url = {https://www.merl.com/publications/TR2017-100}
    • }
  •  Feng, C., Liu, M.-Y., Kao, C.-C., Lee, T.-Y., "Deep Active Learning for Civil Infrastructure Defect Detection and Classification", International Workshop on Computing in Civil Engineering (IWCCE), June 2017.
    BibTeX TR2017-034 PDF
    • @inproceedings{Feng2017jun,
    • author = {Feng, Chen and Liu, Ming-Yu and Kao, Chieh-Chi and Lee, Teng-Yok},
    • title = {Deep Active Learning for Civil Infrastructure Defect Detection and Classification},
    • booktitle = {International Workshop on Computing in Civil Engineering (IWCCE)},
    • year = 2017,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2017-034}
    • }
  •  Farahmand, A.-M., Nabi, S., Nikovski, D.N., "Deep Reinforcement Learning for Partial Differential Equation Control", American Control Conference (ACC), DOI: 10.23919/​ACC.2017.7963427, May 2017.
    BibTeX TR2017-063 PDF
    • @inproceedings{Farahmand2017may,
    • author = {Farahmand, Amir-massoud and Nabi, Saleh and Nikovski, Daniel N.},
    • title = {Deep Reinforcement Learning for Partial Differential Equation Control},
    • booktitle = {American Control Conference (ACC)},
    • year = 2017,
    • month = may,
    • doi = {10.23919/ACC.2017.7963427},
    • url = {https://www.merl.com/publications/TR2017-063}
    • }
  •  Luo, Y., Chen, Z., Hershey, J.R., Le Roux, J., Mesgarani, N., "Deep Clustering and Conventional Networks for Music Separation: Strong Together", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), March 2017.
    BibTeX TR2017-010 PDF
    • @inproceedings{Luo2017mar,
    • author = {Luo, Yi and Chen, Zhuo and Hershey, John R. and Le Roux, Jonathan and Mesgarani, Nima},
    • title = {Deep Clustering and Conventional Networks for Music Separation: Strong Together},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2017,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2017-010}
    • }
  •  Meng, Z., Watanabe, S., Hershey, J.R., Erdogan, H., "Deep Long Short-Term Memory Adaptive Beamforming Networks for Multichannel Robust Speech Recognition", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), March 2017.
    BibTeX TR2017-012 PDF
    • @inproceedings{Meng2017mar,
    • author = {Meng, Zhong and Watanabe, Shinji and Hershey, John R. and Erdogan, Hakan},
    • title = {Deep Long Short-Term Memory Adaptive Beamforming Networks for Multichannel Robust Speech Recognition},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2017,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2017-012}
    • }
  •  Hara, K., Liu, M.-Y., Tuzel, C.O., Farahmand, A.-M., "Attentional Network for Visual Object Detection", arXiv, January 2017.
    BibTeX arXiv
    • @article{Hara2017jan,
    • author = {Hara, Kota and Liu, Ming-Yu and Tuzel, C. Oncel and Farahmand, Amir-massoud},
    • title = {Attentional Network for Visual Object Detection},
    • journal = {arXiv},
    • year = 2017,
    • month = jan,
    • url = {https://arxiv.org/abs/1702.01478}
    • }
  •  Xiao, X., Watanabe, S., Chng, E.S., Li, H., "Beamforming Networks Using Spatial Covariance Features for Far-field Speech Recognition", Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)<br /> , DOI: 10.1109/​APSIPA.2016.7820724, December 2016.
    BibTeX TR2016-162 PDF
    • @inproceedings{Xiao2016dec,
    • author = {Xiao, Xiong and Watanabe, Shinji and Chng, Eng Siong and Li, Haizhou},
    • title = {Beamforming Networks Using Spatial Covariance Features for Far-field Speech Recognition},
    • booktitle = {Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)
      },
    • year = 2016,
    • month = dec,
    • doi = {10.1109/APSIPA.2016.7820724},
    • url = {https://www.merl.com/publications/TR2016-162}
    • }
  •  Le Roux, J., Vincent, E., Erdogan, H., "Learning-Based Approaches to Speech Enhancement and Separation," Tech. Rep. TR2016-113, Interspeech Tutorials, September 2016.
    BibTeX TR2016-113 PDF
    • @techreport{LeRoux2016sep,
    • author = {Le Roux, Jonathan and Vincent, Emmanuel and Erdogan, Hakan},
    • title = {Learning-Based Approaches to Speech Enhancement and Separation},
    • booktitle = {Interspeech Tutorials},
    • year = 2016,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2016-113}
    • }
  •  Isik, Y., Le Roux, J., Chen, Z., Watanabe, S., Hershey, J.R., "Single-Channel Multi-Speaker Separation using Deep Clustering", Interspeech, DOI: 10.21437/​Interspeech.2016-1176, September 2016, pp. 545-549.
    BibTeX TR2016-073 PDF
    • @inproceedings{Isik2016sep,
    • author = {Isik, Yusuf and Le Roux, Jonathan and Chen, Zhuo and Watanabe, Shinji and Hershey, John R.},
    • title = {Single-Channel Multi-Speaker Separation using Deep Clustering},
    • booktitle = {Interspeech},
    • year = 2016,
    • pages = {545--549},
    • month = sep,
    • doi = {10.21437/Interspeech.2016-1176},
    • url = {https://www.merl.com/publications/TR2016-073}
    • }
  •  Kamilov, U., Mansour, H., "Learning MMSE Optimal Thresholds for FISTA", International Traveling Workshop on Interactions Between Sparse Models and Technology (iTWIST), August 2016.
    BibTeX TR2016-111 PDF
    • @inproceedings{Kamilov2016aug,
    • author = {Kamilov, Ulugbek and Mansour, Hassan},
    • title = {Learning MMSE Optimal Thresholds for FISTA},
    • booktitle = {International Traveling Workshop on Interactions Between Sparse Models and Technology (iTWIST)},
    • year = 2016,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2016-111}
    • }
  •  Son, K., Liu, M.-Y., Taguchi, Y., "Learning to Remove Multipath Distortions in Time-of-Flight Range Images for a Robotic Arm Setup", IEEE International Conference on Robotics and Automation (ICRA), DOI: 10.1109/​ICRA.2016.7487515, May 2016, pp. 3390-3397.
    BibTeX TR2016-036 PDF
    • @inproceedings{Son2016may,
    • author = {Son, Kilho and Liu, Ming-Yu and Taguchi, Yuichi},
    • title = {Learning to Remove Multipath Distortions in Time-of-Flight Range Images for a Robotic Arm Setup},
    • booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
    • year = 2016,
    • pages = {3390--3397},
    • month = may,
    • doi = {10.1109/ICRA.2016.7487515},
    • url = {https://www.merl.com/publications/TR2016-036}
    • }
  •  Hershey, J.R., Chen, Z., Le Roux, J., Watanabe, S., "Deep Clustering: Discriminative Embeddings for Segmentation and Separation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2016.7471631, March 2016, pp. 31-35.
    BibTeX TR2016-003 PDF
    • @inproceedings{Hershey2016mar,
    • author = {Hershey, John R. and Chen, Zhuo and Le Roux, Jonathan and Watanabe, Shinji},
    • title = {Deep Clustering: Discriminative Embeddings for Segmentation and Separation},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2016,
    • pages = {31--35},
    • month = mar,
    • doi = {10.1109/ICASSP.2016.7471631},
    • url = {https://www.merl.com/publications/TR2016-003}
    • }