Publications

179 / 3,809 publications found.


  •  Delcroix, M., Watanabe, S., "Recent Advances in Distant Speech Recognition," Tech. Rep. TR2016-115, Interspeech Tutorials, September 2016.
    BibTeX TR2016-115 PDF
    • @techreport{Delcroix2016sep,
    • author = {Delcroix, Marc and Watanabe, Shinji},
    • title = {{Recent Advances in Distant Speech Recognition}},
    • booktitle = {Interspeech Tutorials},
    • institution = {Interspeech},
    • year = 2016,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2016-115}
    • }
  •  Erdogan, H., Hershey, J.R., Watanabe, S., Mandel, M., Le Roux, J., "Improved MVDR beamforming using single-channel mask prediction networks", Interspeech, DOI: 10.21437/​Interspeech.2016-552, September 2016, pp. 1981-1985.
    BibTeX TR2016-072 PDF
    • @inproceedings{Erdogan2016sep,
    • author = {Erdogan, Hakan and Hershey, John R. and Watanabe, Shinji and Mandel, Michael and {Le Roux}, Jonathan},
    • title = {{Improved MVDR beamforming using single-channel mask prediction networks}},
    • booktitle = {Interspeech},
    • year = 2016,
    • pages = {1981--1985},
    • month = sep,
    • doi = {10.21437/Interspeech.2016-552},
    • url = {https://www.merl.com/publications/TR2016-072}
    • }
  •  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}
    • }
  •  Vemulapalli, R., Tuzel, C.O., Liu, M.-Y., "Deep Gaussian Conditional Random Field Network: A Model-based Deep Network for Discriminative Denoising", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/​CVPR.2016.351, June 2016, pp. 4801-4809.
    BibTeX TR2016-079 PDF
    • @inproceedings{Vemulapalli2016jun2,
    • author = {Vemulapalli, Raviteja and Tuzel, C. Oncel and Liu, Ming-Yu},
    • title = {{Deep Gaussian Conditional Random Field Network: A Model-based Deep Network for Discriminative Denoising}},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2016,
    • pages = {4801--4809},
    • month = jun,
    • doi = {10.1109/CVPR.2016.351},
    • url = {https://www.merl.com/publications/TR2016-079}
    • }
  •  Vemulapalli, R., Tuzel, C.O., Liu, M.-Y., Chellappa, R., "Gaussian Conditional Random Field Network for Semantic Segmentation", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2016, pp. 3224-3233.
    BibTeX TR2016-078 PDF
    • @inproceedings{Vemulapalli2016jun,
    • author = {Vemulapalli, Raviteja and Tuzel, C. Oncel and Liu, Ming-Yu and Chellappa, Rama},
    • title = {{Gaussian Conditional Random Field Network for Semantic Segmentation}},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2016,
    • pages = {3224--3233},
    • month = jun,
    • url = {https://www.merl.com/publications/TR2016-078}
    • }
  •  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}
    • }
  •  Wisdom, S., Hershey, J.R., Le Roux, J., Watanabe, S., "Deep Unfolding for Multichannel Source Separation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2016.7471649, March 2016, pp. 121-125.
    BibTeX TR2016-008 PDF
    • @inproceedings{Wisdom2016mar,
    • author = {Wisdom, Scott and Hershey, John R. and {Le Roux}, Jonathan and Watanabe, Shinji},
    • title = {{Deep Unfolding for Multichannel Source Separation}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2016,
    • pages = {121--125},
    • month = mar,
    • doi = {10.1109/ICASSP.2016.7471649},
    • url = {https://www.merl.com/publications/TR2016-008}
    • }
  •  Xiao, X., Watanabe, S., Erdogan, H., Lu, L., Hershey, J., Seltzer, M., Chen, G., Zhang, Y., Mandel, M., Yu, D., "Deep Beamforming Networks for Multi-Channel Speech Recognition", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2016.7472778, March 2016, pp. 5745-5749.
    BibTeX TR2016-002 PDF
    • @inproceedings{Xiao2016mar,
    • author = {Xiao, Xiong and Watanabe, Shinji and Erdogan, Hakan and Lu, Liang and Hershey, John and Seltzer, Mike and Chen, Guoguo and Zhang, Yu and Mandel, Michael and Yu, Dong},
    • title = {{Deep Beamforming Networks for Multi-Channel Speech Recognition}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2016,
    • pages = {5745--5749},
    • month = mar,
    • doi = {10.1109/ICASSP.2016.7472778},
    • url = {https://www.merl.com/publications/TR2016-002}
    • }
  •  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 TR2016-022 PDF
    • @inproceedings{Liu2016mar,
    • author = {Liu, Ming-Yu and Mallya, Arun and Tuzel, C. Oncel and Chen, Xi},
    • 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 = {https://www.merl.com/publications/TR2016-022}
    • }
  •  Kanagawa, H., Tachioka, Y., Watanabe, S., Ishii, J., "Feature-Space Structural MAPLR with Regression Tree-Based Multiple Transformation Matrices for DNN", Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), DOI: 10.1109/​APSIPA.2015.7415425, December 2015, pp. 86-92.
    BibTeX TR2015-150 PDF
    • @inproceedings{Kanagawa2015dec,
    • author = {Kanagawa, H. and Tachioka, Y. and Watanabe, S. and Ishii, J.},
    • title = {{Feature-Space Structural MAPLR with Regression Tree-Based Multiple Transformation Matrices for DNN}},
    • booktitle = {Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)},
    • year = 2015,
    • pages = {86--92},
    • month = dec,
    • doi = {10.1109/APSIPA.2015.7415425},
    • url = {https://www.merl.com/publications/TR2015-150}
    • }
  •  Hori, T., Chen, Z., Erdogan, H., Hershey, J.R., Le Roux, J., Mitra, V., Watanabe, S., "The MERL/SRI System for the 3rd CHiME Challenge Using Beamforming, Robust Feature Extraction, and Advanced Speech Recognition", IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU), DOI: 10.1109/​ASRU.2015.7404833, December 2015, pp. 475-481.
    BibTeX TR2015-135 PDF
    • @inproceedings{Hori2015dec2,
    • author = {Hori, T. and Chen, Z. and Erdogan, H. and Hershey, J.R. and {Le Roux}, J. and Mitra, V. and Watanabe, S.},
    • title = {{The MERL/SRI System for the 3rd CHiME Challenge Using Beamforming, Robust Feature Extraction, and Advanced Speech Recognition}},
    • booktitle = {IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU)},
    • year = 2015,
    • pages = {475--481},
    • month = dec,
    • publisher = {IEEE},
    • doi = {10.1109/ASRU.2015.7404833},
    • url = {https://www.merl.com/publications/TR2015-135}
    • }
  •  Abdelaziz, A.H., Watanabe, S., Hershey, J.R., Vincent, E., Kolossa, D., "Uncertainty Propagation Through Deep Neural Networks", Interspeech, September 2015, vol. 1 or 5, pp. 3561.
    BibTeX TR2015-098 PDF
    • @inproceedings{Abdelaziz2015sep,
    • author = {Abdelaziz, A.H. and Watanabe, S. and Hershey, J.R. and Vincent, E. and Kolossa, D.},
    • title = {{Uncertainty Propagation Through Deep Neural Networks}},
    • booktitle = {Interspeech},
    • year = 2015,
    • volume = {1 or 5},
    • pages = 3561,
    • month = sep,
    • isbn = {978-1-5108-1790-6},
    • url = {https://www.merl.com/publications/TR2015-098}
    • }
  •  Tachioka, Y., Watanabe, S., "Uncertainty Training and Decoding Methods of Deep Neural Networks Based on Stochastic Representation of Enhanced Features", Interspeech, September 2015, vol. 1 or 5, pp. 3541.
    BibTeX TR2015-099 PDF
    • @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 = {https://www.merl.com/publications/TR2015-099}
    • }
  •  Liu, M.-Y., Lin, A., Ramalingam, S., Tuzel, C.O., "Layered Interpretation of Street View Images", Robotics: Science and Systems Conference (RSS), DOI: 10.15607/​RSS.2015.XI.025, July 2015.
    BibTeX TR2015-073 PDF
    • @inproceedings{Liu2015jul,
    • author = {Liu, M.-Y. and Lin, A. and Ramalingam, S. and Tuzel, C.O.},
    • title = {{Layered Interpretation of Street View Images}},
    • booktitle = {Robotics: Science and Systems Conference (RSS)},
    • year = 2015,
    • month = jul,
    • doi = {10.15607/RSS.2015.XI.025},
    • url = {https://www.merl.com/publications/TR2015-073}
    • }
  •  Tachioka, Y., Narita, T., Watanabe, S., "Effectiveness of Dereverberation, Feature Transformation, Discriminative Training Methods, and System Combination Approach for Various Reverberant Environments", EURASIP Journal on Advances in Signal Processing, DOI: 10.1186/​s13634-015-0241-y, June 2015.
    BibTeX TR2015-152 PDF
    • @article{Tachioka2015jun,
    • author = {Tachioka, Y. and Narita, T. and Watanabe, S.},
    • title = {{Effectiveness of Dereverberation, Feature Transformation, Discriminative Training Methods, and System Combination Approach for Various Reverberant Environments}},
    • journal = {EURASIP Journal on Advances in Signal Processing},
    • year = 2015,
    • month = jun,
    • doi = {10.1186/s13634-015-0241-y},
    • url = {https://www.merl.com/publications/TR2015-152}
    • }
  •  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 TR2015-076 PDF
    • @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 = {https://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, June 2015, pp. 530-538.
    BibTeX TR2015-057 PDF Video
    • @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 = {https://www.merl.com/publications/TR2015-057}
    • }
  •  Erdogan, H., Hershey, J.R., Watanabe, S., Le Roux, J., "Phase-Sensitive and Recognition-Boosted Speech Separation Using Deep Recurrent Neural Networks", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2015.7178061, April 2015, pp. 708-712.
    BibTeX TR2015-031 PDF
    • @inproceedings{Erdogan2015apr,
    • author = {Erdogan, H. and Hershey, J.R. and Watanabe, S. and {Le Roux}, J.},
    • title = {{Phase-Sensitive and Recognition-Boosted Speech Separation Using Deep Recurrent Neural Networks}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2015,
    • pages = {708--712},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP.2015.7178061},
    • url = {https://www.merl.com/publications/TR2015-031}
    • }
  •  Le Roux, J., Hershey, J.R., Weninger, F.J., "Deep NMF for Speech Separation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2015.7177933, April 2015, pp. 66-70.
    BibTeX TR2015-029 PDF
    • @inproceedings{LeRoux2015apr1,
    • author = {{Le Roux}, J. and Hershey, J.R. and Weninger, F.J.},
    • title = {{Deep NMF for Speech Separation}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2015,
    • pages = {66--70},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP.2015.7177933},
    • url = {https://www.merl.com/publications/TR2015-029}
    • }
  •  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 TR2015-032 PDF
    • @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 = {https://www.merl.com/publications/TR2015-032}
    • }
  •  Sharma, A., Tuzel, O., Liu, M.-Y., "Recursive Context Propagation Network for Semantic Scene Labeling", Advances in Neural Information Processing Systems (NIPS), December 2014.
    BibTeX TR2014-093 PDF
    • @inproceedings{Sharma2014dec,
    • author = {Sharma, A. and Tuzel, O. and Liu, M.-Y.},
    • title = {{Recursive Context Propagation Network for Semantic Scene Labeling}},
    • booktitle = {Advances in Neural Information Processing Systems (NIPS)},
    • year = 2014,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2014-093}
    • }
  •  Weninger, F., Le Roux, J., Hershey, J.R., Schuller, B., "Discriminatively Trained Recurrent Neural Networks for Single-Channel Speech Separation", IEEE Global Conference on Signal and Information Processing (GlobalSIP), DOI: 10.1109/​GlobalSIP.2014.7032183, December 2014, pp. 577-581.
    BibTeX TR2014-104 PDF
    • @inproceedings{Weninger2014dec,
    • author = {Weninger, F. and {Le Roux}, J. and Hershey, J.R. and Schuller, B.},
    • title = {{Discriminatively Trained Recurrent Neural Networks for Single-Channel Speech Separation}},
    • booktitle = {IEEE Global Conference on Signal and Information Processing (GlobalSIP)},
    • year = 2014,
    • pages = {577--581},
    • month = dec,
    • publisher = {IEEE},
    • doi = {10.1109/GlobalSIP.2014.7032183},
    • url = {https://www.merl.com/publications/TR2014-104}
    • }
  •  Hershey, J.R., Le Roux, J., Weninger, F., "Deep Unfolding: Model-Based Inspiration of Novel Deep Architectures", arXiv, August 2014.
    BibTeX arXiv
    • @article{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 = {https://arxiv.org/abs/1409.2574}
    • }
  •  Tachioka, Y., Narita, T., Weninger, F., Watanabe, S., "Dual system combination approach for various reverberant environments with dereverberation techniques", IEEE REVERB Workshop, May 2014.
    BibTeX TR2014-032 PDF
    • @inproceedings{Tachioka2014may,
    • author = {Tachioka, Y. and Narita, T. and Weninger, F. and Watanabe, S.},
    • title = {{Dual system combination approach for various reverberant environments with dereverberation techniques}},
    • booktitle = {IEEE REVERB Workshop},
    • year = 2014,
    • month = may,
    • url = {https://www.merl.com/publications/TR2014-032}
    • }
  •  Weninger, F., Watanabe, S., Le Roux, J., Hershey, J.R., Tachioka, Y., Geiger, J., Schuller, B., Rigoll, G., "The MERL/MELCO/TUM System for the REVERB Challenge Using Deep Recurrent Neural Network Feature Enhancement", IEEE REVERB Workshop, May 2014.
    BibTeX TR2014-033 PDF
    • @inproceedings{Weninger2014may2,
    • author = {Weninger, F. and Watanabe, S. and {Le Roux}, J. and Hershey, J.R. and Tachioka, Y. and Geiger, J. and Schuller, B. and Rigoll, G.},
    • title = {{The MERL/MELCO/TUM System for the REVERB Challenge Using Deep Recurrent Neural Network Feature Enhancement}},
    • booktitle = {IEEE REVERB Workshop},
    • year = 2014,
    • month = may,
    • url = {https://www.merl.com/publications/TR2014-033}
    • }