Publications

626 / 3,804 publications found.


  •  Chatterjee, M., Ahuja, N., Cherian, A., "A Hierarchical Variational Neural Uncertainty Model for Stochastic Video Prediction", IEEE International Conference on Computer Vision (ICCV), October 2021, pp. 9751-9761.
    BibTeX TR2021-096 PDF Video
    • @inproceedings{Chatterjee2021oct2,
    • author = {Chatterjee, Moitreya and Ahuja, Narendra and Cherian, Anoop},
    • title = {{A Hierarchical Variational Neural Uncertainty Model for Stochastic Video Prediction}},
    • booktitle = {IEEE International Conference on Computer Vision (ICCV)},
    • year = 2021,
    • pages = {9751--9761},
    • month = oct,
    • url = {https://www.merl.com/publications/TR2021-096}
    • }
  •  Chatterjee, M., Le Roux, J., Ahuja, N., Cherian, A., "Visual Scene Graphs for Audio Source Separation", IEEE International Conference on Computer Vision (ICCV), October 2021, pp. 1204-1213.
    BibTeX TR2021-095 PDF Video Software
    • @inproceedings{Chatterjee2021oct,
    • author = {Chatterjee, Moitreya and {Le Roux}, Jonathan and Ahuja, Narendra and Cherian, Anoop},
    • title = {{Visual Scene Graphs for Audio Source Separation}},
    • booktitle = {IEEE International Conference on Computer Vision (ICCV)},
    • year = 2021,
    • pages = {1204--1213},
    • month = oct,
    • publisher = {CVF},
    • url = {https://www.merl.com/publications/TR2021-095}
    • }
  •  Cherian, A., Pais, G., Jain, S., Marks, T.K., Sullivan, A., "InSeGAN: A Generative Approach to Segmenting Identical Instances in Depth Images", IEEE International Conference on Computer Vision (ICCV), October 2021, pp. 10023-10032.
    BibTeX TR2021-097 PDF Video Data Software Presentation
    • @inproceedings{Cherian2021oct,
    • author = {Cherian, Anoop and Pais, Goncalo and Jain, Siddarth and Marks, Tim K. and Sullivan, Alan},
    • title = {{InSeGAN: A Generative Approach to Segmenting Identical Instances in Depth Images}},
    • booktitle = {IEEE International Conference on Computer Vision (ICCV)},
    • year = 2021,
    • pages = {10023--10032},
    • month = oct,
    • publisher = {CVF},
    • url = {https://www.merl.com/publications/TR2021-097}
    • }
  •  Rackauckas, C., Anantharaman, R., Edelman, A., Gowda, S., Gwozdz, M., Jain, A., Laughman, C.R., Ma, Y., Martinuzzi, F., Pal, A., Rajput, U., Saba, E., Shah, V., "Composing Modeling and Simulation with Machine Learning in Julia", International Modelica Conference, Martin Sjölund, Lena Buffoni, Adrian Pop, and Lennart Ochel, Eds., DOI: 10.3384/​ecp2118197, September 2021, pp. 97-107.
    BibTeX TR2021-114 PDF
    • @inproceedings{Rackauckas2021sep,
    • author = {Rackauckas, Chris and Anantharaman, Ranjan and Edelman, Alan and Gowda, Shashi and Gwozdz, Maja and Jain, Anand and Laughman, Christopher R. and Ma, Yingbo and Martinuzzi, Francesco and Pal, Avik and Rajput, Utkarsh and Saba, Elliot and Shah, Viral},
    • title = {{Composing Modeling and Simulation with Machine Learning in Julia}},
    • booktitle = {International Modelica Conference},
    • year = 2021,
    • editor = {Martin Sjölund, Lena Buffoni, Adrian Pop, and Lennart Ochel},
    • pages = {97--107},
    • month = sep,
    • publisher = {Linköping Electronic Press},
    • doi = {10.3384/ecp2118197},
    • issn = {1650-3740},
    • isbn = {978-91-7929-027-6},
    • url = {https://www.merl.com/publications/TR2021-114}
    • }
  •  Comas, A., Marks, T.K., Mansour, H., Lohit, S., Ma, Y., Liu, X., "TURNIP: Time-series U-NET with Recurrence for NIR Imaging PPG", IEEE International Conference on Image Processing (ICIP), DOI: 10.1109/​ICIP42928.2021.9506663, September 2021, pp. 309-313.
    BibTeX TR2021-099 PDF
    • @inproceedings{Comas2021sep,
    • author = {Comas, Armand and Marks, Tim K. and Mansour, Hassan and Lohit, Suhas and Ma, Yechi and Liu, Xiaoming},
    • title = {{TURNIP: Time-series U-NET with Recurrence for NIR Imaging PPG}},
    • booktitle = {IEEE International Conference on Image Processing (ICIP)},
    • year = 2021,
    • pages = {309--313},
    • month = sep,
    • publisher = {IEEE},
    • doi = {10.1109/ICIP42928.2021.9506663},
    • url = {https://www.merl.com/publications/TR2021-099}
    • }
  •  Das, P., Ortega, A., Chen, S., Mansour, H., Vetro, A., "Application-agnostic spatio-temporal hand graph representations for stable activity understanding", IEEE International Conference on Image Processing (ICIP), DOI: 10.1109/​ICIP42928.2021.9506054, September 2021, pp. 1074-1078.
    BibTeX TR2021-112 PDF
    • @inproceedings{Das2021sep,
    • author = {Das, Pratyusha and Ortega, Antonio and Chen, Siheng and Mansour, Hassan and Vetro, Anthony},
    • title = {{Application-agnostic spatio-temporal hand graph representations for stable activity understanding}},
    • booktitle = {IEEE International Conference on Image Processing (ICIP)},
    • year = 2021,
    • pages = {1074--1078},
    • month = sep,
    • publisher = {IEEE},
    • doi = {10.1109/ICIP42928.2021.9506054},
    • url = {https://www.merl.com/publications/TR2021-112}
    • }
  •  Koike-Akino, T., Wang, Y., Kojima, K., Parsons, K., Yoshida, T., "Zero-Multiplier Sparse DNN Equalization for Fiber-Optic QAM Systems with Probabilistic Amplitude Shaping", European Conference on Optical Communication (ECOC), DOI: 10.1109/​ECOC52684.2021.9605870, September 2021.
    BibTeX TR2021-110 PDF Presentation
    • @inproceedings{Koike-Akino2021sep,
    • author = {Koike-Akino, Toshiaki and Wang, Ye and Kojima, Keisuke and Parsons, Kieran and Yoshida, Tsuyoshi},
    • title = {{Zero-Multiplier Sparse DNN Equalization for Fiber-Optic QAM Systems with Probabilistic Amplitude Shaping}},
    • booktitle = {European Conference on Optical Communication (ECOC)},
    • year = 2021,
    • month = sep,
    • publisher = {IEEE},
    • doi = {10.1109/ECOC52684.2021.9605870},
    • isbn = {978-1-6654-3868-1},
    • url = {https://www.merl.com/publications/TR2021-110}
    • }
  •  Higuchi, Y., Moritz, N., Le Roux, J., Hori, T., "Momentum Pseudo-Labeling for Semi-Supervised Speech Recognition", Interspeech, DOI: 10.21437/​Interspeech.2021-571, September 2021, pp. 726-730.
    BibTeX TR2021-103 PDF
    • @inproceedings{Higuchi2021sep,
    • author = {Higuchi, Yosuke and Moritz, Niko and {Le Roux}, Jonathan and Hori, Takaaki},
    • title = {{Momentum Pseudo-Labeling for Semi-Supervised Speech Recognition}},
    • booktitle = {Interspeech},
    • year = 2021,
    • pages = {726--730},
    • month = sep,
    • doi = {10.21437/Interspeech.2021-571},
    • url = {https://www.merl.com/publications/TR2021-103}
    • }
  •  Liu, B., Guo, J., Koike-Akino, T., Wang, Y., Kim, K.J., Parsons, K., Orlik, P.V., Hashimoto, S., Yuan, J., "Anomaly Detection and Diagnosis Using Pre-Processing and Time-Delay Autoencoder", IEEE International conference on emerging technologies and factory automation, September 2021.
    BibTeX TR2021-107 PDF
    • @inproceedings{Liu2021sep,
    • author = {Liu, Bryan and Guo, Jianlin and Koike-Akino, Toshiaki and Wang, Ye and Kim, Kyeong Jin and Parsons, Kieran and Orlik, Philip V. and Hashimoto, Shigeru and Yuan, Jinhong},
    • title = {{Anomaly Detection and Diagnosis Using Pre-Processing and Time-Delay Autoencoder}},
    • booktitle = {IEEE International conference on emerging technologies and factory automation},
    • year = 2021,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-107}
    • }
  •  Chakrabarty, A., Maddalena, E., Qiao, H., Laughman, C.R., "Data-driven calibration of physics-informed models of joint building/equipment dynamics using Bayesian optimization", Building Simulation Conference 2021, September 2021.
    BibTeX TR2021-105 PDF Video
    • @inproceedings{Chakrabarty2021sep,
    • author = {Chakrabarty, Ankush and Maddalena, Emilio and Qiao, Hongtao and Laughman, Christopher R.},
    • title = {{Data-driven calibration of physics-informed models of joint building/equipment dynamics using Bayesian optimization}},
    • booktitle = {Building Simulation Conference 2021},
    • year = 2021,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-105}
    • }
  •  Chakrabarty, A., Benosman, M., "Safe Learning-based Observers for Unknown Nonlinear Systems using Bayesian Optimization", Automatica, DOI: 10.1016/​j.automatica.2021.109860, August 2021.
    BibTeX TR2021-101 PDF
    • @article{Chakrabarty2021aug,
    • author = {Chakrabarty, Ankush and Benosman, Mouhacine},
    • title = {{Safe Learning-based Observers for Unknown Nonlinear Systems using Bayesian Optimization}},
    • journal = {Automatica},
    • year = 2021,
    • month = aug,
    • doi = {10.1016/j.automatica.2021.109860},
    • url = {https://www.merl.com/publications/TR2021-101}
    • }
  •  Hori, T., Moritz, N., Hori, C., Le Roux, J., "Advanced Long-context End-to-end Speech Recognition Using Context-expanded Transformers", Interspeech, DOI: 10.21437/​Interspeech.2021-1643, August 2021, pp. 2097-2101.
    BibTeX TR2021-100 PDF
    • @inproceedings{Hori2021aug3,
    • author = {Hori, Takaaki and Moritz, Niko and Hori, Chiori and {Le Roux}, Jonathan},
    • title = {{Advanced Long-context End-to-end Speech Recognition Using Context-expanded Transformers}},
    • booktitle = {Interspeech},
    • year = 2021,
    • pages = {2097--2101},
    • month = aug,
    • doi = {10.21437/Interspeech.2021-1643},
    • url = {https://www.merl.com/publications/TR2021-100}
    • }
  •  Hori, C., Hori, T., Le Roux, J., "Optimizing Latency for Online Video Captioning Using Audio-VisualTransformers", Interspeech, DOI: 10.21437/​Interspeech.2021-1975, August 2021, pp. 586–590.
    BibTeX TR2021-093 PDF
    • @inproceedings{Hori2021aug2,
    • author = {Hori, Chiori and Hori, Takaaki and {Le Roux}, Jonathan},
    • title = {{Optimizing Latency for Online Video Captioning Using Audio-VisualTransformers}},
    • booktitle = {Interspeech},
    • year = 2021,
    • pages = {586–590},
    • month = aug,
    • publisher = {ISCA},
    • doi = {10.21437/Interspeech.2021-1975},
    • url = {https://www.merl.com/publications/TR2021-093}
    • }
  •  Moritz, N., Hori, T., Le Roux, J., "Dual Causal/Non-Causal Self-Attention for Streaming End-to-End Speech Recognition", Interspeech, DOI: 10.21437/​Interspeech.2021-1693, August 2021, pp. 1822-1826.
    BibTeX TR2021-094 PDF
    • @inproceedings{Moritz2021aug,
    • author = {Moritz, Niko and Hori, Takaaki and {Le Roux}, Jonathan},
    • title = {{Dual Causal/Non-Causal Self-Attention for Streaming End-to-End Speech Recognition}},
    • booktitle = {Interspeech},
    • year = 2021,
    • pages = {1822--1826},
    • month = aug,
    • doi = {10.21437/Interspeech.2021-1693},
    • url = {https://www.merl.com/publications/TR2021-094}
    • }
  •  Kojima, K., Koike-Akino, T., Tang, Y., Wang, Y., "Inverse design for integrated photonics using deep neural network", Integrated Photonics Research, Silicon and Nanophotonics (IPR), DOI: 10.1364/​IPRSN.2021.IF3A.6, July 2021.
    BibTeX TR2021-061 PDF
    • @inproceedings{Kojima2021jul,
    • author = {Kojima, Keisuke and Koike-Akino, Toshiaki and Tang, Yingheng and Wang, Ye},
    • title = {{Inverse design for integrated photonics using deep neural network}},
    • booktitle = {Integrated Photonics Research, Silicon and Nanophotonics (IPR)},
    • year = 2021,
    • month = jul,
    • doi = {10.1364/IPRSN.2021.IF3A.6},
    • url = {https://www.merl.com/publications/TR2021-061}
    • }
  •  Chakrabarty, A., Wichern, G., Laughman, C.R., "ANP-BBO: Attentive Neural Processes and Batch Bayesian Optimization for Scalable Calibration of Physics-Informed Digital Twins", International Conference on Machine Learning (ICML), July 2021.
    BibTeX TR2021-086 PDF
    • @inproceedings{Chakrabarty2021jul,
    • author = {Chakrabarty, Ankush and Wichern, Gordon and Laughman, Christopher R.},
    • title = {{ANP-BBO: Attentive Neural Processes and Batch Bayesian Optimization for Scalable Calibration of Physics-Informed Digital Twins}},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2021,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2021-086}
    • }
  •  Wang, Y., Aeron, S., Rakin, A.S., Koike-Akino, T., Moulin, P., "Robust Machine Learning via Privacy/Rate-Distortion Theory", IEEE International Symposium on Information Theory (ISIT), DOI: 10.1109/​ISIT45174.2021.9517751, July 2021.
    BibTeX TR2021-082 PDF Video Presentation
    • @inproceedings{Wang2021jul,
    • author = {Wang, Ye and Aeron, Shuchin and Rakin, Adnan S and Koike-Akino, Toshiaki and Moulin, Pierre},
    • title = {{Robust Machine Learning via Privacy/Rate-Distortion Theory}},
    • booktitle = {IEEE International Symposium on Information Theory (ISIT)},
    • year = 2021,
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.1109/ISIT45174.2021.9517751},
    • isbn = {978-1-5386-8210-4},
    • url = {https://www.merl.com/publications/TR2021-082}
    • }
  •  Zeng, T., Guo, J., Kim, K.J., Parsons, K., Orlik, P.V., Di Cairano, S., Saad, W., "Multi-Task Federated Learning for Traffic Prediction and Its Application to Route Planning", IEEE Intelligent Vehicles Symposium, July 2021.
    BibTeX TR2021-083 PDF Video
    • @inproceedings{Zeng2021jul,
    • author = {Zeng, Tengchan and Guo, Jianlin and Kim, Kyeong Jin and Parsons, Kieran and Orlik, Philip V. and {Di Cairano}, Stefano and Saad, Walid},
    • title = {{Multi-Task Federated Learning for Traffic Prediction and Its Application to Route Planning}},
    • booktitle = {IEEE Intelligent Vehicles Symposium},
    • year = 2021,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2021-083}
    • }
  •  Cherian, A., Wang, J., "Generalized One-Class Learning Using Pairs of Complementary Classifiers", IEEE Transactions on Pattern Analysis and Machine Intelligence, DOI: 10.1109/​TPAMI.2021.3092999, June 2021.
    BibTeX TR2021-076 PDF Software
    • @article{Cherian2021jun,
    • author = {Cherian, Anoop and Wang, Jue},
    • title = {{Generalized One-Class Learning Using Pairs of Complementary Classifiers}},
    • journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
    • year = 2021,
    • month = jun,
    • doi = {10.1109/TPAMI.2021.3092999},
    • url = {https://www.merl.com/publications/TR2021-076}
    • }
  •  Dalla Libera, A., Amadio, F., Nikovski, D.N., Carli, R., Romeres, D., "Control of Mechanical Systems via Feedback Linearization Based on Black-Box Gaussian Process Models", European Control Conference (ECC), DOI: 10.23919/​ECC54610.2021.9654429, June 2021.
    BibTeX TR2021-068 PDF Video
    • @inproceedings{DallaLibera2021jun,
    • author = {Dalla Libera, Alberto and Amadio, Fabio and Nikovski, Daniel N. and Carli, Ruggero and Romeres, Diego},
    • title = {{Control of Mechanical Systems via Feedback Linearization Based on Black-Box Gaussian Process Models}},
    • booktitle = {European Control Conference (ECC)},
    • year = 2021,
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.23919/ECC54610.2021.9654429},
    • isbn = {978-9-4638-4236-5},
    • url = {https://www.merl.com/publications/TR2021-068}
    • }
  •  Zhang, S., Ye, F., Wang, B., Habetler, T.G., "Few-Shot Bearing Fault Diagnosis Based on Model-Agnostic Meta-Learning", IEEE Transactions on Industry Applications, DOI: 10.1109/​TIA.2021.3091958, June 2021.
    BibTeX TR2021-081 PDF
    • @article{Zhang2021jun,
    • author = {Zhang, Shen and Ye, Fei and Wang, Bingnan and Habetler, Thomas G},
    • title = {{Few-Shot Bearing Fault Diagnosis Based on Model-Agnostic Meta-Learning}},
    • journal = {IEEE Transactions on Industry Applications},
    • year = 2021,
    • month = jun,
    • doi = {10.1109/TIA.2021.3091958},
    • url = {https://www.merl.com/publications/TR2021-081}
    • }
  •  Fujihashi, T., Koike-Akino, T., Chen, S., Watanabe, T., "Wireless 3D Point Cloud Delivery Using Deep Graph Neural Networks", IEEE International Conference on Communications (ICC), DOI: 10.1109/​ICC42927.2021.9500925, June 2021.
    BibTeX TR2021-066 PDF Presentation
    • @inproceedings{Fujihashi2021jun,
    • author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Chen, Siheng and Watanabe, Takashi},
    • title = {{Wireless 3D Point Cloud Delivery Using Deep Graph Neural Networks}},
    • booktitle = {IEEE International Conference on Communications (ICC)},
    • year = 2021,
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.1109/ICC42927.2021.9500925},
    • issn = {1938-1883},
    • isbn = {978-1-7281-7122-7},
    • url = {https://www.merl.com/publications/TR2021-066}
    • }
  •  Raychaudhuri, D.S., van Baar, J., Paul, S., Roy-Chowdhury, A.K., "Cross-domain Imitation from Observations", International Conference on Machine Learning (ICML), June 2021.
    BibTeX TR2021-074 PDF
    • @inproceedings{Raychaudhuri2021jun,
    • author = {Raychaudhuri, Dripta S. and {van Baar}, Jeroen and Paul, Sujoy and Roy-Chowdhury, Amit K.},
    • title = {{Cross-domain Imitation from Observations}},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2021,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2021-074}
    • }
  •  Moritz, N., Hori, T., Le Roux, J., "Capturing Multi-Resolution Context by Dilated Self-Attention", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP39728.2021.9415001, June 2021, pp. 5869-5873.
    BibTeX TR2021-036 PDF
    • @inproceedings{Moritz2021jun,
    • author = {Moritz, Niko and Hori, Takaaki and {Le Roux}, Jonathan},
    • title = {{Capturing Multi-Resolution Context by Dilated Self-Attention}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2021,
    • pages = {5869--5873},
    • month = jun,
    • doi = {10.1109/ICASSP39728.2021.9415001},
    • url = {https://www.merl.com/publications/TR2021-036}
    • }
  •  Chen, S., Eldar, Y., "Graph Signaling Denoising via Unrolling Networks", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP39728.2021.9415073, June 2021.
    BibTeX TR2021-071 PDF
    • @inproceedings{Chen2021jun3,
    • author = {Chen, Siheng and Eldar, Yonina},
    • title = {{Graph Signaling Denoising via Unrolling Networks}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2021,
    • month = jun,
    • doi = {10.1109/ICASSP39728.2021.9415073},
    • url = {https://www.merl.com/publications/TR2021-071}
    • }