- 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}
- }
- Laftchiev, E., Romeres, D., Nikovski, D.N., "Personalizing Individual Comfort in the Group Setting", Innovative Applications of Artificial Intelligence (IAAI), February 2021.
BibTeX TR2021-011 PDF- @inproceedings{Laftchiev2021feb,
- author = {Laftchiev, Emil and Romeres, Diego and Nikovski, Daniel N.},
- title = {Personalizing Individual Comfort in the Group Setting},
- booktitle = {Innovative Applications of Artificial Intelligence (IAAI)},
- year = 2021,
- month = feb,
- url = {https://www.merl.com/publications/TR2021-011}
- }
- 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}
- }
- 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}
- }