Publications

626 / 3,804 publications found.


  •  Zhang, S., Ye, F., Wang, B., Habetler, T.G., "Semi-Supervised Bearing Fault Diagnosis and Classification using Variational Autoencoder-Based Deep Generative Models", IEEE Sensors Journal, DOI: 10.1109/​JSEN.2020.3040696, Vol. 21, No. 5, pp. 6476-6486, January 2021.
    BibTeX TR2021-002 PDF
    • @article{Zhang2021jan,
    • author = {Zhang, Shen and Ye, Fei and Wang, Bingnan and Habetler, Thomas G},
    • title = {{Semi-Supervised Bearing Fault Diagnosis and Classification using Variational Autoencoder-Based Deep Generative Models}},
    • journal = {IEEE Sensors Journal},
    • year = 2021,
    • volume = 21,
    • number = 5,
    • pages = {6476--6486},
    • month = jan,
    • doi = {10.1109/JSEN.2020.3040696},
    • url = {https://www.merl.com/publications/TR2021-002}
    • }
  •  Romeres, D., Amadio, F., Dalla Libera, A., Nikovski, D.N., Carli, R., "Model-based Policy Search for Partially Measurable Systems", Advances in Neural Information Processing Systems (NeurIPS), December 2020.
    BibTeX TR2020-174 PDF
    • @inproceedings{Romeres2020dec2,
    • author = {Romeres, Diego and Amadio, Fabio and Dalla Libera, Alberto and Nikovski, Daniel N. and Carli, Ruggero},
    • title = {{Model-based Policy Search for Partially Measurable Systems}},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2020,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2020-174}
    • }
  •  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}
    • }
  •  Laftchiev, E., Yan, Q., Nikovski, D.N., "The Missing Input Problem", IEEE Big Data, DOI: 10.1109/​BigData50022.2020.9378144, December 2020, pp. 1565-1573.
    BibTeX TR2020-172 PDF
    • @inproceedings{Laftchiev2020dec,
    • author = {Laftchiev, Emil and Yan, Qing and Nikovski, Daniel N.},
    • title = {{The Missing Input Problem}},
    • booktitle = {IEEE Big Data},
    • year = 2020,
    • pages = {1565--1573},
    • month = dec,
    • publisher = {IEEE},
    • doi = {10.1109/BigData50022.2020.9378144},
    • url = {https://www.merl.com/publications/TR2020-172}
    • }
  •  Anantharaman, R., Ma, Y., Gowda, S., Laughman, C.R., Shah, V., Edelman, A., Rackauckas, C., "Accelerating Simulation of Stiff Nonlinear Systems using Continuous-Time Echo State Networks", Advances in Neural Information Processing Systems (NeurIPS), December 2020.
    BibTeX TR2020-169 PDF
    • @inproceedings{Anantharaman2020dec,
    • author = {Anantharaman, Ranjan and Ma, Yingbo and Gowda, Shashi and Laughman, Christopher R. and Shah, Viral and Edelman, Alan and Rackauckas, Chris},
    • title = {{Accelerating Simulation of Stiff Nonlinear Systems using Continuous-Time Echo State Networks}},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2020,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2020-169}
    • }
  •  Wang, P., Koike-Akino, T., Orlik, P.V., "Fingerprinting-Based Indoor Localization with Commercial MMWave WiFi: NLOS Propagation", IEEE Global Communications Conference (GLOBECOM), DOI: 10.1109/​GLOBECOM42002.2020.9348144, December 2020.
    BibTeX TR2020-159 PDF
    • @inproceedings{Wang2020dec,
    • author = {Wang, Pu and Koike-Akino, Toshiaki and Orlik, Philip V.},
    • title = {{Fingerprinting-Based Indoor Localization with Commercial MMWave WiFi: NLOS Propagation}},
    • booktitle = {IEEE Global Communications Conference (GLOBECOM)},
    • year = 2020,
    • month = dec,
    • publisher = {IEEE},
    • doi = {10.1109/GLOBECOM42002.2020.9348144},
    • issn = {2576-6813},
    • isbn = {978-1-7281-8298-8},
    • url = {https://www.merl.com/publications/TR2020-159}
    • }
  •  Yu, J., Wang, P., Koike-Akino, T., Wang, Y., Orlik, P.V., "Human Pose and Seat Occupancy Classification with Commercial MMWave WiFi", IEEE Global Communications Conference (GLOBECOM), DOI: 10.1109/​GCWkshps50303.2020.9367535, December 2020.
    BibTeX TR2020-158 PDF
    • @inproceedings{Yu2020dec,
    • author = {Yu, Jianyuan and Wang, Pu and Koike-Akino, Toshiaki and Wang, Ye and Orlik, Philip V.},
    • title = {{Human Pose and Seat Occupancy Classification with Commercial MMWave WiFi}},
    • booktitle = {IEEE Global Communications Conference (GLOBECOM)},
    • year = 2020,
    • month = dec,
    • publisher = {IEEE},
    • doi = {10.1109/GCWkshps50303.2020.9367535},
    • isbn = {978-1-7281-7307-8},
    • url = {https://www.merl.com/publications/TR2020-158}
    • }
  •  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}
    • }
  •  Li, M., Chen, S., Chen, X., Zhang, Y., Wang, Y., Tian, Q., "Symbiotic Graph Neural Networks for 3D Skeleton-based Human Action Recognition and Motion Prediction", IEEE Transactions on Pattern Analysis and Machine Intelligence, December 2020.
    BibTeX TR2020-166 PDF
    • @article{Chen2020dec,
    • author = {Li, Maosen and Chen, Siheng and Chen, Xu and Zhang, Ya and Wang, Yanfeng and Tian, Qi},
    • title = {{Symbiotic Graph Neural Networks for 3D Skeleton-based Human Action Recognition and Motion Prediction}},
    • journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
    • year = 2020,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2020-166}
    • }
  •  Chakrabarty, A., Raghunathan, A., Di Cairano, S., Danielson, C., "Active Learning for Estimating Reachable Sets for Systems with Unknown Dynamics", IEEE Transactions on Cybernetics, DOI: 10.1109/​TCYB.2020.3000966, December 2020.
    BibTeX TR2020-164 PDF
    • @article{Chakrabarty2020dec,
    • author = {Chakrabarty, Ankush and Raghunathan, Arvind and {Di Cairano}, Stefano and Danielson, Claus},
    • title = {{Active Learning for Estimating Reachable Sets for Systems with Unknown Dynamics}},
    • journal = {IEEE Transactions on Cybernetics},
    • year = 2020,
    • month = dec,
    • doi = {10.1109/TCYB.2020.3000966},
    • url = {https://www.merl.com/publications/TR2020-164}
    • }
  •  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}
    • }
  •  Zhang, S., Ye, F., Wang, B., Habetler, T.G., "Few-Shot Bearing Anomaly Detection via Model-Agnostic Meta-Learning", International Conference on Electrical Machines and Systems (ICEMS), DOI: 10.23919/​ICEMS50442.2020.9291099, November 2020, pp. 1341-1346.
    BibTeX TR2020-151 PDF
    • @inproceedings{Zhang2020nov2,
    • author = {Zhang, Shen and Ye, Fei and Wang, Bingnan and Habetler, Thomas G},
    • title = {{Few-Shot Bearing Anomaly Detection via Model-Agnostic Meta-Learning}},
    • booktitle = {2020 23rd International Conference on Electrical Machines and Systems (ICEMS)},
    • year = 2020,
    • pages = {1341--1346},
    • month = nov,
    • doi = {10.23919/ICEMS50442.2020.9291099},
    • url = {https://www.merl.com/publications/TR2020-151}
    • }
  •  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}
    • }
  •  Xia, Y., Wang, P., Berntorp, K., Boufounos, P.T., Orlik, P.V., Svensson, L., Granstrom, K., "Extended Object Tracking with Automotive Radar Using Learned Structural Measurement Model", IEEE Radar Conference (RadarCon), DOI: 10.1109/​RadarConf2043947.2020.9266598, September 2020, pp. 1-6.
    BibTeX TR2020-131 PDF
    • @inproceedings{Xia2020sep,
    • author = {Xia, Yuxuan and Wang, Pu and Berntorp, Karl and Boufounos, Petros T. and Orlik, Philip V. and Svensson, Lennart and Granstrom, Karl},
    • title = {{Extended Object Tracking with Automotive Radar Using Learned Structural Measurement Model}},
    • booktitle = {IEEE Radar Conference (RadarCon)},
    • year = 2020,
    • pages = {1--6},
    • month = sep,
    • doi = {10.1109/RadarConf2043947.2020.9266598},
    • issn = {2375-5318},
    • isbn = {978-1-7281-8943-7},
    • url = {https://www.merl.com/publications/TR2020-131}
    • }
  •  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}
    • }
  •  Pishdadian, F., Wichern, G., Le Roux, J., "Finding Strength in Weakness: Learning to Separate Sounds with Weak Supervision", IEEE/ACM Transactions on Audio, Speech, and Language Processing, DOI: 10.1109/​TASLP.2020.3013105, Vol. 28, pp. 2386-2399, September 2020.
    BibTeX TR2020-126 PDF
    • @article{Pishdadian2020sep,
    • author = {Pishdadian, Fatemeh and Wichern, Gordon and {Le Roux}, Jonathan},
    • title = {{Finding Strength in Weakness: Learning to Separate Sounds with Weak Supervision}},
    • journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
    • year = 2020,
    • volume = 28,
    • pages = {2386--2399},
    • month = sep,
    • doi = {10.1109/TASLP.2020.3013105},
    • url = {https://www.merl.com/publications/TR2020-126}
    • }
  •  Chakrabarty, A., Danielson, C., Wang, Y., "Data-Driven Optimal Tracking with Constrained Approximate Dynamic Programming for Servomotor Systems", IEEE Conference on Control Technology and Applications, DOI: 10.1109/​CCTA41146.2020.9206315, August 2020, pp. 352-357.
    BibTeX TR2020-116 PDF
    • @inproceedings{Chakrabarty2020aug,
    • author = {Chakrabarty, Ankush and Danielson, Claus and Wang, Yebin},
    • title = {{Data-Driven Optimal Tracking with Constrained Approximate Dynamic Programming for Servomotor Systems}},
    • booktitle = {IEEE Conference on Control Technology and Applications},
    • year = 2020,
    • pages = {352--357},
    • month = aug,
    • publisher = {IEEE},
    • doi = {10.1109/CCTA41146.2020.9206315},
    • url = {https://www.merl.com/publications/TR2020-116}
    • }
  •  Cherian, A., Chatterjee, M., Ahuja, N., "Sound2Sight: Generating Visual Dynamics from Sound and Context", European Conference on Computer Vision (ECCV), Vedaldi, A. and Bischof, H. and Brox, Th. and Frahm, J.-M., Eds., August 2020.
    BibTeX TR2020-121 PDF Software
    • @inproceedings{Cherian2020aug,
    • author = {Cherian, Anoop and Chatterjee, Moitreya and Ahuja, Narendra},
    • title = {{Sound2Sight: Generating Visual Dynamics from Sound and Context}},
    • booktitle = {European Conference on Computer Vision (ECCV)},
    • year = 2020,
    • editor = {Vedaldi, A. and Bischof, H. and Brox, Th. and Frahm, J.-M.},
    • month = aug,
    • publisher = {Springer},
    • url = {https://www.merl.com/publications/TR2020-121}
    • }