Publications

613 / 3,682 publications found.


  •  Kim, S., Galley, M., Gunasekara, C., Lee, S., Atkinson, A., Peng, B., Schulz, H., Gao, J., Li, J., Adada, M., Huang, M., Lastras, L., Kummerfeld, J.K., Lasecki, W.S., Hori, C., Cherian, A., Marks, T.K., Rastogi, A., Zang, X., Sunkara, S., Gupta, R., "Overview of the Eighth Dialog System Technology Challenge: DSTC8", IEEE/ACM Transactions on Audio, Speech, and Language Processing, DOI: 10.1109/​TASLP.2021.3078368, May 2021.
    BibTeX TR2021-064 PDF
    • @article{Kim2021may,
    • author = {Kim, Seokhwan and Galley, Michel and Gunasekara, Chulaka and Lee, Sungjin and Atkinson, Adam and Peng, Baolin and Schulz, Hannes and Gao, Jianfeng and Li, Jinchao and Adada, Mahmoud and Huang, Minlie and Lastras, Luis and Kummerfeld, Jonathan K. and Lasecki, Walter S. and Hori, Chiori and Cherian, Anoop and Marks, Tim K. and Rastogi, Abhinav and Zang, Xiaoxue and Sunkara, Srinivas and Gupta, Raghav},
    • title = {Overview of the Eighth Dialog System Technology Challenge: DSTC8},
    • journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
    • year = 2021,
    • month = may,
    • doi = {10.1109/TASLP.2021.3078368},
    • issn = {2329-9290},
    • url = {https://www.merl.com/publications/TR2021-064}
    • }
  •  Hori, C., Tsuchiya, M., Chen, S., Cherian, A., Hori, T., Harsham, B.A., Marks, T.K., Le Roux, J., Sullivan, A., Vetro, A., "マルチモーダルセンシング情報に基づくScene-aware Interaction 技術", Society of Automotive Engineers of Japan, Vol. 75, No. 5, pp. 66-71, May 2021.
    BibTeX TR2021-042 PDF Video
    • @article{Hori2021may,
    • author = {Hori, Chiori and Tsuchiya, Masato and Chen, Siheng and Cherian, Anoop and Hori, Takaaki and Harsham, Bret A. and Marks, Tim K. and Le Roux, Jonathan and Sullivan, Alan and Vetro, Anthony},
    • title = {マルチモーダルセンシング情報に基づくScene-aware Interaction 技術},
    • journal = {Society of Automotive Engineers of Japan},
    • year = 2021,
    • volume = 75,
    • number = 5,
    • pages = {66--71},
    • month = may,
    • url = {https://www.merl.com/publications/TR2021-042}
    • }
  •  Pan, C., Chen, S., Ortega, A., "Spatio-Temporal Graph Scattering Transform", International Conference on Learning Representations (ICLR), May 2021.
    BibTeX TR2021-044 PDF
    • @inproceedings{Pan2021may,
    • author = {Pan, Chao and Chen, Siheng and Ortega, Antonio},
    • title = {Spatio-Temporal Graph Scattering Transform},
    • booktitle = {International Conference on Learning Representations (ICLR)},
    • year = 2021,
    • month = may,
    • url = {https://www.merl.com/publications/TR2021-044}
    • }
  •  Han, M., Ozdenizci, O., Koike-Akino, T., Wang, Y., Erdogmus, D., "Universal Physiological Representation Learning with Soft-Disentangled Rateless Autoencoders", IEEE Journal of Biomedical and Health Informatics, DOI: 10.1109/​JBHI.2021.3062335, Vol. 25, No. 8, pp. 2928-2937, April 2021.
    BibTeX TR2021-027 PDF
    • @article{Han2021apr,
    • author = {Han, Mo and Ozdenizci, Ozan and Koike-Akino, Toshiaki and Wang, Ye and Erdogmus, Deniz},
    • title = {Universal Physiological Representation Learning with Soft-Disentangled Rateless Autoencoders},
    • journal = {IEEE Journal of Biomedical and Health Informatics},
    • year = 2021,
    • volume = 25,
    • number = 8,
    • pages = {2928--2937},
    • month = apr,
    • doi = {10.1109/JBHI.2021.3062335},
    • issn = {2168-2208},
    • url = {https://www.merl.com/publications/TR2021-027}
    • }
  •  Ramachandra, B., Jones, M.J., Vatsavai, R., "Perceptual Metric Learning for Video Anomaly Detection", Machine Vision and Applications, DOI: 0.1007/​s00138-021-01187-5, Vol. 32, No. 63, pp. 1-18, March 2021.
    BibTeX TR2021-028 PDF
    • @article{Ramachandra2021mar,
    • author = {Ramachandra, Bharathkumar and Jones, Michael J. and Vatsavai, Ranga},
    • title = {Perceptual Metric Learning for Video Anomaly Detection},
    • journal = {Machine Vision and Applications},
    • year = 2021,
    • volume = 32,
    • number = 63,
    • pages = {1--18},
    • month = mar,
    • doi = {0.1007/s00138-021-01187-5},
    • url = {https://www.merl.com/publications/TR2021-028}
    • }
  •  Demir, A., Koike-Akino, T., Wang, Y., Erdogmus, D., "AutoBayes: Automated Bayesian Graph Exploration for Nuisance-Robust Inference", IEEE Access, DOI: 10.1109/​ACCESS.2021.3064530, Vol. 9, pp. 39955-39972, March 2021.
    BibTeX TR2021-016 PDF Presentation
    • @article{Demir2021mar,
    • author = {Demir, Andac and Koike-Akino, Toshiaki and Wang, Ye and Erdogmus, Deniz},
    • title = {AutoBayes: Automated Bayesian Graph Exploration for Nuisance-Robust Inference},
    • journal = {IEEE Access},
    • year = 2021,
    • volume = 9,
    • pages = {39955--39972},
    • month = mar,
    • doi = {10.1109/ACCESS.2021.3064530},
    • issn = {2169-3536},
    • url = {https://www.merl.com/publications/TR2021-016}
    • }
  •  Kojima, K., Tang, Y., Koike-Akino, T., Wang, Y., Jha, D.K., TaherSima, M., Parsons, K., "Application of Deep Learning for Nanophotonic Device Design", SPIE Photonics West, Bahram Jalali and Ken-ichi Kitayama, Eds., DOI: 10.1117/​12.2579104, March 2021.
    BibTeX TR2020-182 PDF Video
    • @inproceedings{Kojima2021mar,
    • author = {Kojima, Keisuke and Tang, Yingheng and Koike-Akino, Toshiaki and Wang, Ye and Jha, Devesh K. and TaherSima, Mohammad and Parsons, Kieran},
    • title = {Application of Deep Learning for Nanophotonic Device Design},
    • booktitle = {SPIE Photonics West},
    • year = 2021,
    • editor = {Bahram Jalali and Ken-ichi Kitayama},
    • month = mar,
    • publisher = {SPIE},
    • doi = {10.1117/12.2579104},
    • url = {https://www.merl.com/publications/TR2020-182}
    • }
  •  Geng, S., Gao, P., Chatterjee, M., Hori, C., Le Roux, J., Zhang, Y., Li, H., Cherian, A., "Dynamic Graph Representation Learning for Video Dialog via Multi-Modal Shuffled Transformers", AAAI Conference on Artificial Intelligence, February 2021, pp. 1415-1423.
    BibTeX TR2021-010 PDF
    • @inproceedings{Geng2021feb,
    • author = {Geng, Shijie and Gao, Peng and Chatterjee, Moitreya and Hori, Chiori and Le Roux, Jonathan and Zhang, Yongfeng and Li, Hongsheng and Cherian, Anoop},
    • title = {Dynamic Graph Representation Learning for Video Dialog via Multi-Modal Shuffled Transformers},
    • booktitle = {AAAI Conference on Artificial Intelligence},
    • year = 2021,
    • pages = {1415--1423},
    • month = feb,
    • publisher = {AAAI Press, Palo Alto, California USA},
    • isbn = {978-1-57735-866-4},
    • url = {https://www.merl.com/publications/TR2021-010}
    • }
  •  Kojima, K., TaherSima, M., Koike-Akino, T., Jha, D.K., Tang, Y., Wang, Y., Parsons, K., "Deep Neural Networks for Inverse Design of Nanophotonic Devices", IEEE Journal of Lightwave Technology, DOI: 10.1109/​JLT.2021.3050083, January 2021.
    BibTeX TR2021-001 PDF
    • @article{Kojima2021jan,
    • author = {Kojima, Keisuke and TaherSima, Mohammad and Koike-Akino, Toshiaki and Jha, Devesh K. and Tang, Yingheng and Wang, Ye and Parsons, Kieran},
    • title = {Deep Neural Networks for Inverse Design of Nanophotonic Devices},
    • journal = {IEEE Journal of Lightwave Technology},
    • year = 2021,
    • month = jan,
    • doi = {10.1109/JLT.2021.3050083},
    • issn = {1558-2213},
    • url = {https://www.merl.com/publications/TR2021-001}
    • }
  •  Lohit, S., Anirudh, R., Turaga, P., "Recovering Trajectories of Unmarked Joints in 3D Human Actions Using Latent Space Optimization", IEEE Winter Conference on Applications of Computer Vision (WACV), January 2021.
    BibTeX TR2021-004 PDF
    • @inproceedings{Lohit2021jan,
    • author = {Lohit, Suhas and Anirudh, Rushil and Turaga, Pavan},
    • title = {Recovering Trajectories of Unmarked Joints in 3D Human Actions Using Latent Space Optimization},
    • booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
    • year = 2021,
    • month = jan,
    • publisher = {CVF OpenAccess},
    • url = {https://www.merl.com/publications/TR2021-004}
    • }
  •  Anirudh, R., Lohit, S., Turaga, P., "Generative Patch Priors for Practical Compressive Image Recovery", IEEE Winter Conference on Applications of Computer Vision (WACV), January 2021.
    BibTeX TR2021-003 PDF
    • @inproceedings{Anirudh2021jan,
    • author = {Anirudh, Rushil and Lohit, Suhas and Turaga, Pavan},
    • title = {Generative Patch Priors for Practical Compressive Image Recovery},
    • booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
    • year = 2021,
    • month = jan,
    • publisher = {CVF OpenAccess},
    • url = {https://www.merl.com/publications/TR2021-003}
    • }
  •  Nowara, E., Marks, T.K., Mansour, H., Veeraraghavan, A., "Near-Infrared Imaging Photoplethysmography During Driving", IEEE Transactions on Intelligent Transportation Systems, DOI: 10.1109/​TITS.2020.3038317, pp. 1-12, December 2020.
    BibTeX TR2020-161 PDF
    • @article{Nowara2020dec,
    • author = {Nowara, Ewa and Marks, Tim K. and Mansour, Hassan and Veeraraghavan, Ashok},
    • title = {Near-Infrared Imaging Photoplethysmography During Driving},
    • journal = {IEEE Transactions on Intelligent Transportation Systems},
    • year = 2020,
    • pages = {1--12},
    • month = dec,
    • doi = {10.1109/TITS.2020.3038317},
    • url = {https://www.merl.com/publications/TR2020-161}
    • }
  •  Li, M., Chen, S., Zhang, Y., "Graph Cross Networks with Vertex Infomax Pooling", Advances in Neural Information Processing Systems (NeurIPS), December 2020.
    BibTeX TR2020-167 PDF
    • @inproceedings{Li2020dec,
    • author = {Li, Maosen and Chen, Siheng and Zhang, Ya},
    • title = {Graph Cross Networks with Vertex Infomax Pooling},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2020,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2020-167}
    • }
  •  Talreja, V., Koike-Akino, T., Wang, Y., Millar, D.S., Kojima, K., Parsons, K., "End-to-End Deep Learning for Phase Noise-Robust Multi-Dimensional Geometric Shaping", European Conference on Optical Communication (ECOC), DOI: 10.1109/​ECOC48923.2020.9333382, November 2020.
    BibTeX TR2020-155 PDF Video
    • @inproceedings{Talreja2020nov,
    • author = {Talreja, Veeru and Koike-Akino, Toshiaki and Wang, Ye and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
    • title = {End-to-End Deep Learning for Phase Noise-Robust Multi-Dimensional Geometric Shaping},
    • booktitle = {European Conference on Optical Communication (ECOC)},
    • year = 2020,
    • month = nov,
    • publisher = {IEEE},
    • doi = {10.1109/ECOC48923.2020.9333382},
    • isbn = {978-1-7281-7361-0},
    • url = {https://www.merl.com/publications/TR2020-155}
    • }
  •  Corcodel, R., Jain, S., van Baar, J., "Interactive Tactile Perception for Classification of Novel Object Instances", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), DOI: 10.1109/​IROS45743.2020.9341795, November 2020, pp. 9861-9868.
    BibTeX TR2020-143 PDF Video
    • @inproceedings{Corcodel2020nov,
    • author = {Corcodel, Radu and Jain, Siddarth and van Baar, Jeroen},
    • title = {Interactive Tactile Perception for Classification of Novel Object Instances},
    • booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
    • year = 2020,
    • pages = {9861--9868},
    • month = nov,
    • publisher = {IEEE},
    • doi = {10.1109/IROS45743.2020.9341795},
    • url = {https://www.merl.com/publications/TR2020-143}
    • }
  •  Jones, M.J., Ramachandra, B., Vatsavai, R., "A Survey of Single-Scene Video Anomaly Detection", IEEE Transactions on Pattern Analysis and Machine Intelligence, DOI: 10.1109/​TPAMI.2020.3040591, Vol. 44, No. 5, pp. 2293-2312, November 2020.
    BibTeX TR2021-029 PDF
    • @article{Jones2020nov,
    • author = {Jones, Michael J. and Ramachandra, Bharathkumar and Vatsavai, Ranga},
    • title = {A Survey of Single-Scene Video Anomaly Detection},
    • journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
    • year = 2020,
    • volume = 44,
    • number = 5,
    • pages = {2293--2312},
    • month = nov,
    • doi = {10.1109/TPAMI.2020.3040591},
    • url = {https://www.merl.com/publications/TR2021-029}
    • }
  •  Ota, K., Sasaki, Y., Jha, D., Yoshiyasu, Y., Kanezaki, A., "Efficient Exploration in Constrained Environments with Goal-Oriented Reference Path", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), November 2020.
    BibTeX TR2020-141 PDF Software
    • @inproceedings{Ota2020nov,
    • author = {Ota, Kei and Sasaki, Yoko and Jha, Devesh and Yoshiyasu, Yusuke and Kanezaki, Asako},
    • title = {Efficient Exploration in Constrained Environments with Goal-Oriented Reference Path},
    • booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
    • year = 2020,
    • month = nov,
    • url = {https://www.merl.com/publications/TR2020-141}
    • }
  •  Hori, T., Moritz, N., Hori, C., Le Roux, J., "Transformer-based Long-context End-to-end Speech Recognition", Interspeech, DOI: 10.21437/​Interspeech.2020-2928, October 2020, pp. 5011-5015.
    BibTeX TR2020-139 PDF Presentation
    • @inproceedings{Hori2020oct,
    • author = {Hori, Takaaki and Moritz, Niko and Hori, Chiori and Le Roux, Jonathan},
    • title = {Transformer-based Long-context End-to-end Speech Recognition},
    • booktitle = {Interspeech},
    • year = 2020,
    • pages = {5011--5015},
    • month = oct,
    • doi = {10.21437/Interspeech.2020-2928},
    • issn = {1990-9772},
    • url = {https://www.merl.com/publications/TR2020-139}
    • }
  •  Jayashankar, T., Le Roux, J., Moulin, P., "Detecting Audio Attacks on ASR Systems with Dropout Uncertainty", Interspeech, DOI: 10.21437/​Interspeech.2020-1846, October 2020, pp. 4671-4675.
    BibTeX TR2020-137 PDF Presentation
    • @inproceedings{Jayashankar2020oct,
    • author = {Jayashankar, Tejas and Le Roux, Jonathan and Moulin, Pierre},
    • title = {Detecting Audio Attacks on ASR Systems with Dropout Uncertainty},
    • booktitle = {Interspeech},
    • year = 2020,
    • pages = {4671--4675},
    • month = oct,
    • doi = {10.21437/Interspeech.2020-1846},
    • issn = {1990-9772},
    • url = {https://www.merl.com/publications/TR2020-137}
    • }
  •  Moritz, N., Wichern, G., Hori, T., Le Roux, J., "All-in-One Transformer: Unifying Speech Recognition, Audio Tagging, and Event Detection", Interspeech, DOI: 10.21437/​Interspeech.2020-2757, October 2020, pp. 3112-3116.
    BibTeX TR2020-138 PDF Presentation
    • @inproceedings{Moritz2020oct,
    • author = {Moritz, Niko and Wichern, Gordon and Hori, Takaaki and Le Roux, Jonathan},
    • title = {All-in-One Transformer: Unifying Speech Recognition, Audio Tagging, and Event Detection},
    • booktitle = {Interspeech},
    • year = 2020,
    • pages = {3112--3116},
    • month = oct,
    • doi = {10.21437/Interspeech.2020-2757},
    • issn = {1990-9772},
    • url = {https://www.merl.com/publications/TR2020-138}
    • }
  •  Manilow, E., Wichern, G., Le Roux, J., "Hierarchical Musical Instrument Separation", International Society for Music Information Retrieval (ISMIR) Conference, October 2020, pp. 376-383.
    BibTeX TR2020-136 PDF Software
    • @inproceedings{Manilow2020oct,
    • author = {Manilow, Ethan and Wichern, Gordon and Le Roux, Jonathan},
    • title = {Hierarchical Musical Instrument Separation},
    • booktitle = {International Society for Music Information Retrieval (ISMIR) Conference},
    • year = 2020,
    • pages = {376--383},
    • month = oct,
    • isbn = {978-0-9813537-0-8},
    • url = {https://www.merl.com/publications/TR2020-136}
    • }
  •  Tang, Y., Kojima, K., Koike-Akino, T., Wang, Y., Wu, P., TaherSima, M., Jha, D.K., Parsons, K., Qi, M., "Generative Deep Learning Model for Inverse Design of Integrated Nanophotonic Devices", Lasers and Photonics Reviews, DOI: 10.1002/​lpor.202000287, Vol. 2020, pp. 2000287, October 2020.
    BibTeX TR2020-135 PDF
    • @article{Tang2020oct,
    • author = {Tang, Yingheng and Kojima, Keisuke and Koike-Akino, Toshiaki and Wang, Ye and Wu, Pengxiang and TaherSima, Mohammad and Jha, Devesh K. and Parsons, Kieran and Qi, Minghao},
    • title = {Generative Deep Learning Model for Inverse Design of Integrated Nanophotonic Devices},
    • journal = {Lasers and Photonics Reviews},
    • year = 2020,
    • volume = 2020,
    • pages = 2000287,
    • month = oct,
    • doi = {10.1002/lpor.202000287},
    • url = {https://www.merl.com/publications/TR2020-135}
    • }
  •  Seetharaman, P., Wichern, G., Pardo, B., Le Roux, J., "Autoclip: Adaptive Gradient Clipping For Source Separation Networks", IEEE International Workshop on Machine Learning for Signal Processing (MLSP), DOI: 10.1109/​MLSP49062.2020.9231926, September 2020.
    BibTeX TR2020-132 PDF
    • @inproceedings{Seetharaman2020sep,
    • author = {Seetharaman, Prem and Wichern, Gordon and Pardo, Bryan and Le Roux, Jonathan},
    • title = {Autoclip: Adaptive Gradient Clipping For Source Separation Networks},
    • booktitle = {IEEE International Workshop on Machine Learning for Signal Processing (MLSP)},
    • year = 2020,
    • month = sep,
    • publisher = {IEEE},
    • doi = {10.1109/MLSP49062.2020.9231926},
    • url = {https://www.merl.com/publications/TR2020-132}
    • }
  •  Kojima, K., Tang, Y., Koike-Akino, T., Wang, Y., Jha, D.K., Parsons, K., TaherSima, M., Sang, F., Klamkin, J., Qi, M., "Inverse Design of Nanophotonic Devices using Deep Neural Networks", Asia Communications and Photonics Conference (ACP), September 2020, pp. Su1A.1.
    BibTeX TR2020-130 PDF Video
    • @inproceedings{Kojima2020sep,
    • author = {Kojima, Keisuke and Tang, Yingheng and Koike-Akino, Toshiaki and Wang, Ye and Jha, Devesh K. and Parsons, Kieran and TaherSima, Mohammad and Sang, Fengqiao and Klamkin, Jonathan and Qi, Minghao},
    • title = {Inverse Design of Nanophotonic Devices using Deep Neural Networks},
    • booktitle = {Asia Communications and Photonics Conference (ACP)},
    • year = 2020,
    • pages = {Su1A.1},
    • month = sep,
    • publisher = {Optical Society of America},
    • isbn = {978-1-943580-82-8},
    • url = {https://www.merl.com/publications/TR2020-130}
    • }
  •  Han, M., Ozdenizci, O., Wang, Y., Koike-Akino, T., Erdogmus, D., "Disentangled Adversarial Autoencoder for Subject-Invariant Physiological Feature Extraction", IEEE Signal Processing Letters, DOI: 10.1109/​LSP.2020.3020215, Vol. 27, pp. 1565-1569, September 2020.
    BibTeX TR2020-128 PDF
    • @article{Han2020sep,
    • author = {Han, Mo and Ozdenizci, Ozan and Wang, Ye and Koike-Akino, Toshiaki and Erdogmus, Deniz},
    • title = {Disentangled Adversarial Autoencoder for Subject-Invariant Physiological Feature Extraction},
    • journal = {IEEE Signal Processing Letters},
    • year = 2020,
    • volume = 27,
    • pages = {1565--1569},
    • month = sep,
    • doi = {10.1109/LSP.2020.3020215},
    • issn = {1558-2361},
    • url = {https://www.merl.com/publications/TR2020-128}
    • }