- Ota, K., Oiki, T., Jha, D.K., Mariyama, T., Nikovski, D.N., "Can Increasing Input Dimensionality Improve Deep Reinforcement Learning?", International Conference on Machine Learning (ICML), Daumé III , Hal and Singh, Aarti, Eds., June 2020, pp. 7424-7433.
BibTeX TR2020-083 PDF Software- @inproceedings{Ota2020jun,
- author = {Ota, Kei and Oiki, Tomoaki and Jha, Devesh K. and Mariyama, Toshisada and Nikovski, Daniel N.},
- title = {Can Increasing Input Dimensionality Improve Deep Reinforcement Learning?},
- booktitle = {International Conference on Machine Learning (ICML)},
- year = 2020,
- editor = {Daumé III , Hal and Singh, Aarti},
- pages = {7424--7433},
- month = jun,
- publisher = {PMLR},
- url = {https://www.merl.com/publications/TR2020-083}
- }
- Lee, G., Guo, J., Kim, K.J., Orlik, P.V., Ahn, H., Di Cairano, S., Saad, W., "Edge Computing for Interconnected Intersections in Internet of Vehicles", IEEE Intelligent Vehicles Symposium, June 2020, pp. 209-215.
BibTeX TR2020-081 PDF- @inproceedings{Lee2020jun,
- author = {Lee, Gilsoo and Guo, Jianlin and Kim, Kyeong Jin and Orlik, Philip V. and Ahn, Heejin and Di Cairano, Stefano and Saad, Walid},
- title = {Edge Computing for Interconnected Intersections in Internet of Vehicles},
- booktitle = {IEEE Intelligent Vehicles Symposium},
- year = 2020,
- pages = {209--215},
- month = jun,
- isbn = {978-1-7281-6672-8},
- url = {https://www.merl.com/publications/TR2020-081}
- }
- Hu, Y., Chen, S., Zhang, Y., Gu, X., "Collaborative Motion Prediction via Neural Motion Message Passing", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/CVPR42600.2020.00635, June 2020, pp. 6318-6327.
BibTeX TR2020-072 PDF- @inproceedings{Hu2020jun,
- author = {Hu, Yue and Chen, Siheng and Zhang, Ya and Gu, Xiao},
- title = {Collaborative Motion Prediction via Neural Motion Message Passing},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2020,
- pages = {6318--6327},
- month = jun,
- doi = {10.1109/CVPR42600.2020.00635},
- url = {https://www.merl.com/publications/TR2020-072}
- }
- Kumar, A., Marks, T.K., Mou, W., Wang, Y., Cherian, A., Jones, M.J., Liu, X., Koike-Akino, T., Feng, C., "LUVLi Face Alignment: Estimating Landmarks’ Location, Uncertainty, and Visibility Likelihood", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/CVPR42600.2020.00826, June 2020.
BibTeX TR2020-067 PDF Video Data Software- @inproceedings{Kumar2020jun,
- author = {Kumar, Abhinav and Marks, Tim K. and Mou, Wenxuan and Wang, Ye and Cherian, Anoop and Jones, Michael J. and Liu, Xiaoming and Koike-Akino, Toshiaki and Feng, Chen},
- title = {LUVLi Face Alignment: Estimating Landmarks’ Location, Uncertainty, and Visibility Likelihood},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2020,
- month = jun,
- publisher = {IEEE},
- doi = {10.1109/CVPR42600.2020.00826},
- issn = {2575-7075},
- isbn = {978-1-7281-7168-5},
- url = {https://www.merl.com/publications/TR2020-067}
- }
- Wu, P., Chen, S., "MotionNet: Joint Perception and Motion Prediction for Autonomous Driving Based on Bird’s Eye View Maps", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/CVPR42600.2020.01140, June 2020, pp. 11382-11392.
BibTeX TR2020-068 PDF Data Software- @inproceedings{Wu2020jun,
- author = {Wu, Pengxiang and Chen, Siheng},
- title = {MotionNet: Joint Perception and Motion Prediction for Autonomous Driving Based on Bird’s Eye View Maps},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2020,
- pages = {11382--11392},
- month = jun,
- doi = {10.1109/CVPR42600.2020.01140},
- url = {https://www.merl.com/publications/TR2020-068}
- }
- Jha, D.K., Kolaric, P., Raghunathan, A., Lewis, F., Benosman, M., Romeres, D., Nikovski, D.N., "Local Policy Optimization for Trajectory-Centric Reinforcement Learning", IEEE International Conference on Robotics and Automation (ICRA), Ayanna Howard, Eds., May 2020, pp. 5094-5100.
BibTeX TR2020-062 PDF- @inproceedings{Jha2020may,
- author = {Jha, Devesh K. and Kolaric, Patrik and Raghunathan, Arvind and Lewis, Frank and Benosman, Mouhacine and Romeres, Diego and Nikovski, Daniel N.},
- title = {Local Policy Optimization for Trajectory-Centric Reinforcement Learning},
- booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
- year = 2020,
- editor = {Ayanna Howard},
- pages = {5094--5100},
- month = may,
- publisher = {IEEE},
- isbn = {978-1-7281-7395-5},
- url = {https://www.merl.com/publications/TR2020-062}
- }
- Chen, S., Liu, B., Feng, C., Vallespi-Gonzalez, C., Wellington, C., "3D Point Cloud Processing and Learning for Autonomous Driving", IEEE Signal Processing Magazine, DOI: 10.1109/MSP.2020.2984780, Vol. 38, No. 1, pp. 68-86, May 2020.
BibTeX TR2020-066 PDF- @article{Chen2020may2,
- author = {Chen, Siheng and Liu, Baoan and Feng, Chen and Vallespi-Gonzalez, Carlos and Wellington, Carl},
- title = {3D Point Cloud Processing and Learning for Autonomous Driving},
- journal = {IEEE Signal Processing Magazine},
- year = 2020,
- volume = 38,
- number = 1,
- pages = {68--86},
- month = may,
- doi = {10.1109/MSP.2020.2984780},
- url = {https://www.merl.com/publications/TR2020-066}
- }
- Sun, H., Wang, P., Pajovic, M., Koike-Akino, T., Orlik, P.V., Taira, A., Nakagawa, K., "Fingerprinting-Based Outdoor Localization with 28-GHz Channel Measurement: A Field Study", IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), DOI: 10.1109/SPAWC48557.2020.9154212, May 2020.
BibTeX TR2020-056 PDF- @inproceedings{Sun2020may,
- author = {Sun, Haijian and Wang, Pu and Pajovic, Milutin and Koike-Akino, Toshiaki and Orlik, Philip V. and Taira, Akinori and Nakagawa, Kenji},
- title = {Fingerprinting-Based Outdoor Localization with 28-GHz Channel Measurement: A Field Study},
- booktitle = {IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)},
- year = 2020,
- month = may,
- publisher = {IEEE},
- doi = {10.1109/SPAWC48557.2020.9154212},
- issn = {1948-3252},
- isbn = {978-1-7281-5478-7},
- url = {https://www.merl.com/publications/TR2020-056}
- }
- Koike-Akino, T., Wang, P., Pajovic, M., Sun, H., Orlik, P.V., "Fingerprinting-Based Indoor Localization with Commercial MMWave WiFi: A Deep Learning Approach", IEEE Access, DOI: 10.1109/ACCESS.2020.2991129, April 2020.
BibTeX TR2020-054 PDF- @article{Koike-Akino2020apr,
- author = {Koike-Akino, Toshiaki and Wang, Pu and Pajovic, Milutin and Sun, Haijian and Orlik, Philip V.},
- title = {Fingerprinting-Based Indoor Localization with Commercial MMWave WiFi: A Deep Learning Approach},
- journal = {IEEE Access},
- year = 2020,
- month = apr,
- doi = {10.1109/ACCESS.2020.2991129},
- issn = {2169-3536},
- url = {https://www.merl.com/publications/TR2020-054}
- }
- Ozdenizci, O., Wang, Y., Koike-Akino, T., Erdogmus, D., "Learning Invariant Representations from EEG via Adversarial Inference", IEEE Access, DOI: 10.1109/ACCESS.2020.2971600, Vol. 8, pp. 27074-27085, April 2020.
BibTeX TR2020-049 PDF- @article{Ozdenizci2020apr,
- author = {Ozdenizci, Ozan and Wang, Ye and Koike-Akino, Toshiaki and Erdogmus, Deniz},
- title = {Learning Invariant Representations from EEG via Adversarial Inference},
- journal = {IEEE Access},
- year = 2020,
- volume = 8,
- pages = {27074--27085},
- month = apr,
- doi = {10.1109/ACCESS.2020.2971600},
- issn = {2169-3536},
- url = {https://www.merl.com/publications/TR2020-049}
- }
- Chang, X., Zhang, W., Qian, Y., Le Roux, J., Watanabe, S., "End-To-End Multi-Speaker Speech Recognition with Transformer", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP40776.2020.9054029, April 2020, pp. 6134-6138.
BibTeX TR2020-043 PDF Video Presentation- @inproceedings{Chang2020apr,
- author = {Chang, Xuankai and Zhang, Wangyou and Qian, Yanmin and Le Roux, Jonathan and Watanabe, Shinji},
- title = {End-To-End Multi-Speaker Speech Recognition with Transformer},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2020,
- pages = {6134--6138},
- month = apr,
- publisher = {IEEE},
- doi = {10.1109/ICASSP40776.2020.9054029},
- issn = {2379-190X},
- isbn = {978-1-5090-6631-5},
- url = {https://www.merl.com/publications/TR2020-043}
- }
- Pishdadian, F., Wichern, G., Le Roux, J., "Learning to Separate Sounds From Weakly Labeled Scenes", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP40776.2020.9053055, April 2020, pp. 91-95.
BibTeX TR2020-038 PDF Video Presentation- @inproceedings{Pishdadian2020apr,
- author = {Pishdadian, Fatemeh and Wichern, Gordon and Le Roux, Jonathan},
- title = {Learning to Separate Sounds From Weakly Labeled Scenes},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2020,
- pages = {91--95},
- month = apr,
- publisher = {IEEE},
- doi = {10.1109/ICASSP40776.2020.9053055},
- issn = {2379-190X},
- isbn = {978-1-5090-6631-5},
- url = {https://www.merl.com/publications/TR2020-038}
- }
- Al-Shabili, A., Mansour, H., Boufounos, P.T., "Learning Plug-and-Play Proximal Quasi-Newton Denoisers", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP40776.2020.9054537, April 2020, pp. 8896-8900.
BibTeX TR2020-045 PDF Video- @inproceedings{Al-Shabili2020apr,
- author = {Al-Shabili, Abdullah and Mansour, Hassan and Boufounos, Petros T.},
- title = {Learning Plug-and-Play Proximal Quasi-Newton Denoisers},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2020,
- pages = {8896--8900},
- month = apr,
- publisher = {IEEE},
- doi = {10.1109/ICASSP40776.2020.9054537},
- issn = {2379-190X},
- isbn = {978-1-5090-6631-5},
- url = {https://www.merl.com/publications/TR2020-045}
- }
- Maciejewski, M., Wichern, G., McQuinn, E., Le Roux, J., "WHAMR!: Noisy and Reverberant Single-Channel Speech Separation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP40776.2020.9053327, April 2020, pp. 696-700.
BibTeX TR2020-042 PDF Video Presentation- @inproceedings{Maciejewski2020apr,
- author = {Maciejewski, Matthew and Wichern, Gordon and McQuinn, Emmett and Le Roux, Jonathan},
- title = {WHAMR!: Noisy and Reverberant Single-Channel Speech Separation},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2020,
- pages = {696--700},
- month = apr,
- publisher = {IEEE},
- doi = {10.1109/ICASSP40776.2020.9053327},
- issn = {2379-190X},
- isbn = {978-1-5090-6631-5},
- url = {https://www.merl.com/publications/TR2020-042}
- }
- Moritz, N., Hori, T., Le Roux, J., "Streaming Automatic Speech Recognition With The Transformer Model", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP40776.2020.9054476, April 2020, pp. 6074-6078.
BibTeX TR2020-040 PDF Video Presentation- @inproceedings{Moritz2020apr,
- author = {Moritz, Niko and Hori, Takaaki and Le Roux, Jonathan},
- title = {Streaming Automatic Speech Recognition With The Transformer Model},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2020,
- pages = {6074--6078},
- month = apr,
- publisher = {IEEE},
- doi = {10.1109/ICASSP40776.2020.9054476},
- issn = {2379-190X},
- isbn = {978-1-5090-6631-5},
- url = {https://www.merl.com/publications/TR2020-040}
- }
- Sari, L., Moritz, N., Hori, T., Le Roux, J., "Unsupervised Speaker Adaptation Using Attention-Based Speaker Memory For End-To-End ASR", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP40776.2020.9054249, April 2020, pp. 7384-7388.
BibTeX TR2020-037 PDF Video Presentation- @inproceedings{Sari2020apr,
- author = {Sari, Leda and Moritz, Niko and Hori, Takaaki and Le Roux, Jonathan},
- title = {Unsupervised Speaker Adaptation Using Attention-Based Speaker Memory For End-To-End ASR},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2020,
- pages = {7384--7388},
- month = apr,
- publisher = {IEEE},
- doi = {10.1109/ICASSP40776.2020.9054249},
- issn = {2379-190X},
- isbn = {978-1-5090-6631-5},
- url = {https://www.merl.com/publications/TR2020-037}
- }
- Shi, L., Geng, S., Shuang, K., Hori, C., Liu, S., Gao, P., Su, S., "Multi-Layer Content Interaction Through Quaternion Product For Visual Question Answering", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP40776.2020.9053595, April 2020, pp. 4412-4416.
BibTeX TR2020-046 PDF- @inproceedings{Shi2020apr,
- author = {Shi, Lei and Geng, Shijie and Shuang, Kai and Hori, Chiori and Liu, Songxiang and Gao, Peng and Su, Sen},
- title = {Multi-Layer Content Interaction Through Quaternion Product For Visual Question Answering},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2020,
- pages = {4412--4416},
- month = apr,
- publisher = {IEEE},
- doi = {10.1109/ICASSP40776.2020.9053595},
- issn = {2379-190X},
- isbn = {978-1-5090-6631-5},
- url = {https://www.merl.com/publications/TR2020-046}
- }
- Zhang, S., Zhang, S., Wang, B., Habetler, T., "Deep Learning Algorithms for Bearing Fault Diagnostics – A Comprehensive Review", IEEE Access, DOI: 10.1109/ACCESS.2020.2972859, Vol. 8, pp. 29857-29881, March 2020.
BibTeX TR2020-034 PDF- @article{Zhang2020mar,
- author = {Zhang, Shen and Zhang, Shibo and Wang, Bingnan and Habetler, Thomas},
- title = {Deep Learning Algorithms for Bearing Fault Diagnostics – A Comprehensive Review},
- journal = {IEEE Access},
- year = 2020,
- volume = 8,
- pages = {29857--29881},
- month = mar,
- doi = {10.1109/ACCESS.2020.2972859},
- issn = {2169-3536},
- url = {https://www.merl.com/publications/TR2020-034}
- }
- Li, R., Wang, X., Mallidi, H., Watanabe, S., Hori, T., Hermansky, H., "Multi-Stream End-to-End Speech Recognition", IEEE/ACM Transactions on Audio, Speech and Language Processing, DOI: 10.1109/TASLP.2019.2959721, Vol. 28, pp. 646-655, March 2020.
BibTeX TR2020-030 PDF- @article{Li2020mar,
- author = {Li, Ruizhi and Wang, Xiaofei and Mallidi, Harish and Watanabe, Shinji and Hori, Takaaki and Hermansky, Hynek},
- title = {Multi-Stream End-to-End Speech Recognition},
- journal = {IEEE/ACM Transactions on Audio, Speech and Language Processing},
- year = 2020,
- volume = 28,
- pages = {646--655},
- month = mar,
- doi = {10.1109/TASLP.2019.2959721},
- url = {https://www.merl.com/publications/TR2020-030}
- }
- D’Haro, L.F., Yoshino, K., Hori, C., Marks, T.K., Polymenakos, L., Kummerfeld, J.K., Galley, M., Gao, X., "Overview of the seventh Dialog System Technology Challenge: DSTC7", Computer Speech and Language, DOI: 10.1016/j.csl.2020.101068, Vol. 62, March 2020.
BibTeX TR2020-029 PDF- @article{D’Haro2020mar,
- author = {D’Haro, Luis Fernando and Yoshino, Koichiro and Hori, Chiori and Marks, Tim K. and Polymenakos, Lazaros and Kummerfeld, Jonathan K. and Galley, Michel and Gao, Xiang},
- title = {Overview of the seventh Dialog System Technology Challenge: DSTC7},
- journal = {Computer Speech and Language},
- year = 2020,
- volume = 62,
- month = mar,
- doi = {10.1016/j.csl.2020.101068},
- url = {https://www.merl.com/publications/TR2020-029}
- }
- Kojima, K., TaherSima, M., Koike-Akino, T., Jha, D.K., Tang, Y., Parsons, K., Sang, F., Klamkin, J., "Deep Neural Networks for Designing Integrated Photonics", Optical Fiber Communication Conference and Exposition (OFC), DOI: 10.1364/OFC.2020.Th1A.6, March 2020.
BibTeX TR2020-057 PDF- @inproceedings{Kojima2020mar,
- author = {Kojima, Keisuke and TaherSima, Mohammad and Koike-Akino, Toshiaki and Jha, Devesh K. and Tang, Yingheng and Parsons, Kieran and Sang, Fengqiao and Klamkin, Jonathan},
- title = {Deep Neural Networks for Designing Integrated Photonics},
- booktitle = {Optical Fiber Communication Conference and Exposition (OFC)},
- year = 2020,
- month = mar,
- publisher = {OSA},
- doi = {10.1364/OFC.2020.Th1A.6},
- isbn = {978-1-943580-71-2},
- url = {https://www.merl.com/publications/TR2020-057}
- }
- Aihara, R., Wichern, G., Le Roux, J., "Deep Clustering-based Single Channel Speech Separation and Recent Advances", Acoustical Science and Technology, DOI: 10.1250/ast.41.465, Vol. 41, No. 2, pp. 465-471, March 2020.
BibTeX TR2021-020 PDF- @article{Aihara2020jun,
- author = {Aihara, Ryo and Wichern, Gordon and Le Roux, Jonathan},
- title = {Deep Clustering-based Single Channel Speech Separation and Recent Advances},
- journal = {Acoustical Science and Technology},
- year = 2020,
- volume = 41,
- number = 2,
- pages = {465--471},
- month = mar,
- doi = {10.1250/ast.41.465},
- url = {https://www.merl.com/publications/TR2021-020}
- }
- Ramachandra, B., Jones, M.J., Vatsavai, R., "Learning a distance function with a Siamese network to localize anomalies in videos", IEEE Winter Conference on Applications of Computer Vision (WACV), DOI: 10.1109/WACV45572.2020.9093417, February 2020, pp. 2598-2607.
BibTeX TR2020-015 PDF- @inproceedings{Jones2020feb,
- author = {Ramachandra, Bharathkumar and Jones, Michael J. and Vatsavai, Ranga},
- title = {Learning a distance function with a Siamese network to localize anomalies in videos},
- booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
- year = 2020,
- pages = {2598--2607},
- month = feb,
- doi = {10.1109/WACV45572.2020.9093417},
- url = {https://www.merl.com/publications/TR2020-015}
- }
- Cherian, A., Wang, J., Hori, C., Marks, T.K., "Spatio-Temporal Ranked-Attention Networks for Video Captioning", IEEE Winter Conference on Applications of Computer Vision (WACV), DOI: 10.1109/WACV45572.2020.9093291, February 2020, pp. 1606-1615.
BibTeX TR2020-016 PDF- @inproceedings{Cherian2020feb,
- author = {Cherian, Anoop and Wang, Jue and Hori, Chiori and Marks, Tim K.},
- title = {Spatio-Temporal Ranked-Attention Networks for Video Captioning},
- booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
- year = 2020,
- pages = {1606--1615},
- month = feb,
- publisher = {IEEE},
- doi = {10.1109/WACV45572.2020.9093291},
- url = {https://www.merl.com/publications/TR2020-016}
- }
- Huang, R., Xu, W., Lee, T.-Y., Cherian, A., Wang, Y., Marks, T.K., "FX-GAN: Self-Supervised GAN Learning via Feature Exchange", IEEE Winter Conference on Applications of Computer Vision (WACV), DOI: 10.1109/WACV45572.2020.9093525, February 2020, pp. 3183-3191.
BibTeX TR2020-014 PDF- @inproceedings{Huang2020feb,
- author = {Huang, Rui and Xu, Wenju and Lee, Teng-Yok and Cherian, Anoop and Wang, Ye and Marks, Tim K.},
- title = {FX-GAN: Self-Supervised GAN Learning via Feature Exchange},
- booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
- year = 2020,
- pages = {3183--3191},
- month = feb,
- publisher = {IEEE},
- doi = {10.1109/WACV45572.2020.9093525},
- url = {https://www.merl.com/publications/TR2020-014}
- }