Publications

18 / 2,290 publications found.


  •  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.
  •  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.
  •  Hara, K., Liu, M.-Y., Tuzel, C.O., Farahmand, A.-M., "Attentional Network for Visual Object Detection", arXiv, January 2017.
    BibTeX Download PDFRead TR2017-028
    • @techreport{MERL_TR2017-028,
    • author = {Hara, K. and Liu, M.-Y. and Tuzel, C.O. and Farahmand, A.-M.},
    • title = {Attentional Network for Visual Object Detection},
    • institution = {MERL - Mitsubishi Electric Research Laboratories},
    • address = {Cambridge, MA 02139},
    • number = {TR2017-028},
    • month = jan,
    • year = 2017,
    • url = {http://www.merl.com/publications/TR2017-028/}
    • }
  •  Xiao, X., Watanabe, S., Chng, E.S., Li, H., "Beamforming Networks Using Spatial Covariance Features for Far-field Speech Recognition", Asian-Pacific Signal and Information Processing Association Annual Summit and Conference, December 2016.
  •  Isik, Y., Le Roux, J., Chen, Z., Watanabe, S., Hershey, J.R., "Single-Channel Multi-Speaker Separation using Deep Clustering", Interspeech, September 2016.
  •  Le Roux, J., Vincent, E., Erdogan, H., "Learning- Based Approaches to Speech Enhancement and Separattion," Tech. Rep. TR2016-113, Interspeech Tutorials, September 2016.
  •  Kamilov, U., Mansour, H., "Learning MMSE Optimal Thresholds for FISTA", International Traveling Workshop on Interactions Between Sparse Models and Technology (iTWIST), August 2016.
  •  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 Download PDFRead TR2016-036
    • @inproceedings{Son2016may,
    • author = {Son, K. and Liu, M.-Y. and Taguchi, Y.},
    • 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 = {http://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 Download PDFRead TR2016-003
    • @inproceedings{Hershey2016mar,
    • author = {Hershey, J.R. and Chen, Z. and {Le Roux}, J. and Watanabe, S.},
    • 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 = {http://www.merl.com/publications/TR2016-003}
    • }
  •  Liu, M.-Y.; Mallya, A.; Tuzel, C.O.; Chen, X., "Unsupervised Network Pretraining via Encoding Human Design", IEEE Winter Conference on Applications of Computer Vision (WACV), DOI: 10.1109/WACV.2016.7477698, March 2016, pp. 1-9.
    BibTeX Download PDFRead TR2016-022
    • @inproceedings{Liu2016mar,
    • author = {Liu, M.-Y. and Mallya, A. and Tuzel, C.O. and Chen, X.},
    • title = {Unsupervised Network Pretraining via Encoding Human Design},
    • booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
    • year = 2016,
    • pages = {1--9},
    • month = mar,
    • doi = {10.1109/WACV.2016.7477698},
    • url = {http://www.merl.com/publications/TR2016-022}
    • }
  •  Tachioka, Y.; Watanabe, S., "Uncertainty Training and Decoding Methods of Deep Neural Networks Based on Stochastic Representation of Enhanced Features", Interspeech, ISBN: 978-1-5108-1790-6, September 2015, vol. 1 or 5, pp. 3541.
    BibTeX Download PDFRead TR2015-099
    • @inproceedings{Tachioka2015sep,
    • author = {Tachioka, Y. and Watanabe, S.},
    • title = {Uncertainty Training and Decoding Methods of Deep Neural Networks Based on Stochastic Representation of Enhanced Features},
    • booktitle = {Interspeech},
    • year = 2015,
    • volume = {1 or 5},
    • pages = 3541,
    • month = sep,
    • isbn = {978-1-5108-1790-6},
    • url = {http://www.merl.com/publications/TR2015-099}
    • }
  •  Ahmed, E.; Jones, M.J.; Marks, T.K., "An Improved Deep Learning Architecture for Person Re-Identification", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/CVPR.2015.7299016, June 2015, pp. 3908-3916.
    BibTeX Download PDFRead TR2015-076
    • @inproceedings{Jones2015jun,
    • author = {Ahmed, E. and Jones, M.J. and Marks, T.K.},
    • title = {An Improved Deep Learning Architecture for Person Re-Identification},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2015,
    • pages = {3908--3916},
    • month = jun,
    • doi = {10.1109/CVPR.2015.7299016},
    • url = {http://www.merl.com/publications/TR2015-076}
    • }
  •  Sharma, A.; Tuzel, C.O.; Jacobs, D., "Deep Hierarchical Parsing for Semantic Segmentation", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/CVPR.2015.7298651, ISSN: 1063-6919, June 2015, pp. 530-538.
    BibTeX Download PDFRead TR2015-057
    • @inproceedings{Sharma2015jun,
    • author = {Sharma, A. and Tuzel, C.O. and Jacobs, D.},
    • title = {Deep Hierarchical Parsing for Semantic Segmentation},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2015,
    • pages = {530--538},
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.1109/CVPR.2015.7298651},
    • issn = {1063-6919},
    • url = {http://www.merl.com/publications/TR2015-057}
    • }
  •  Shinozaki, T.; Watanabe, S., "Structure Discovery of Deep Neural Network Based on Evolutionary Algorithms", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), DOI: 10.1109/ICASSP.2015.7178918, April 2015, pp. 4979-4983.
    BibTeX Download PDFRead TR2015-032
    • @inproceedings{Shinozaki2015apr,
    • author = {Shinozaki, T. and Watanabe, S.},
    • title = {Structure Discovery of Deep Neural Network Based on Evolutionary Algorithms},
    • booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
    • year = 2015,
    • pages = {4979--4983},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP.2015.7178918},
    • url = {http://www.merl.com/publications/TR2015-032}
    • }
  •  Sharma, A., Tuzel, O., Jacobs, D., "Deep Hierarchical Parsing for Semantic Segmentation", Tech. Rep. TR2014-125, Mitsubishi Electric Research Laboratories, Cambridge, MA, March 2015.
    BibTeX Download PDFRead TR2014-125
    • @techreport{MERL_TR2014-125,
    • author = {Sharma, A. and Tuzel, O. and Jacobs, D.},
    • title = {Deep Hierarchical Parsing for Semantic Segmentation},
    • institution = {MERL - Mitsubishi Electric Research Laboratories},
    • address = {Cambridge, MA 02139},
    • number = {TR2014-125},
    • month = mar,
    • year = 2015,
    • url = {http://www.merl.com/publications/TR2014-125/}
    • }
  •  Hershey, J.R.; Le Roux, J.; Weninger, F., "Deep Unfolding: Model-Based Inspiration of Novel Deep Architectures," Tech. Rep. TR2014-117, arXiv, August 2014.
    BibTeX Download PDFRead TR2014-117
    • @techreport{Hershey2014aug,
    • author = {Hershey, J.R. and {Le Roux}, J. and Weninger, F.},
    • title = {Deep Unfolding: Model-Based Inspiration of Novel Deep Architectures},
    • journal = {arXiv},
    • year = 2014,
    • month = aug,
    • url = {http://www.merl.com/publications/TR2014-117}
    • }
  •  Koike-Akino, T., "Perspective of Statistical Learning for Nonlinear Equalization in Coherent Optical Communications", Signal Processing in Photonic Communications (SPPCom), DOI: 10.1364/SPPCOM.2014.ST2D.2, ISBN: 978-1-55752-737-0, July 2014.
    BibTeX Download PDFRead TR2014-113
    • @inproceedings{Koike-Akino2014jul,
    • author = {Koike-Akino, T.},
    • title = {Perspective of Statistical Learning for Nonlinear Equalization in Coherent Optical Communications},
    • booktitle = {Signal Processing in Photonic Communications (SPPCom)},
    • year = 2014,
    • month = jul,
    • doi = {10.1364/SPPCOM.2014.ST2D.2},
    • isbn = {978-1-55752-737-0},
    • url = {http://www.merl.com/publications/TR2014-113}
    • }
  •  Watanabe, S.; Le Roux, J., "Black Box Optimization for Automatic Speech Recognition", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), DOI: 10.1109/ICASSP.2014.6854202, May 2014, pp. 3256-3260.
    BibTeX Download PDFRead TR2014-021
    • @inproceedings{Watanabe2014may,
    • author = {Watanabe, S. and {Le Roux}, J.},
    • title = {Black Box Optimization for Automatic Speech Recognition},
    • booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
    • year = 2014,
    • pages = {3256--3260},
    • month = may,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP.2014.6854202},
    • url = {http://www.merl.com/publications/TR2014-021}
    • }