- Koike-Akino, T., Wang, P., Wang, Y., "AutoQML: Automated Quantum Machine Learning for Wi-Fi Integrated Sensing and Communications", IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM), DOI: 10.1109/SAM53842.2022.9827846, June 2022.
BibTeX TR2022-068 PDF Video Presentation- @inproceedings{Koike-Akino2022jun,
- author = {Koike-Akino, Toshiaki and Wang, Pu and Wang, Ye},
- title = {AutoQML: Automated Quantum Machine Learning for Wi-Fi Integrated Sensing and Communications},
- booktitle = {IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM)},
- year = 2022,
- month = jun,
- doi = {10.1109/SAM53842.2022.9827846},
- url = {https://www.merl.com/publications/TR2022-068}
- }
- Chatterjee, M., Ahuja, N., Cherian, A., "Quantifying Predictive Uncertainty for Stochastic Video Synthesis from Audio", IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), June 2022.
BibTeX TR2022-082 PDF- @inproceedings{Chatterjee2022jun,
- author = {Chatterjee, Moitreya and Ahuja, Narendra and Cherian, Anoop},
- title = {Quantifying Predictive Uncertainty for Stochastic Video Synthesis from Audio},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)},
- year = 2022,
- month = jun,
- url = {https://www.merl.com/publications/TR2022-082}
- }
- Liu, B., Koike-Akino, T., Wang, Y., Kim, K.J., Brand, M., Aeron, S., Parsons, K., "Data Privacy and Protection on Deep Leakage from Gradients by Layer-Wise Pruning", IEEE Information Theory and Applications Workshop (ITA), June 2022.
BibTeX TR2022-080 PDF Presentation- @inproceedings{Liu2022jun,
- author = {Liu, Bryan and Koike-Akino, Toshiaki and Wang, Ye and Kim, Kyeong Jin and Brand, Matthew and Aeron, Shuchin and Parsons, Kieran},
- title = {Data Privacy and Protection on Deep Leakage from Gradients by Layer-Wise Pruning},
- booktitle = {IEEE Information Theory and Applications Workshop (ITA)},
- year = 2022,
- month = jun,
- url = {https://www.merl.com/publications/TR2022-080}
- }
- Sun, Y., Benosman, M., Ma, R., "GaN Distributed RF Power Amplifier Automation Design with Deep Reinforcement Learning", International Conference on Artificial Intelligence Circuits and Systems (AICAS), June 2022.
BibTeX TR2022-074 PDF- @inproceedings{Sun2022jun,
- author = {Sun, Yuxiang and Benosman, Mouhacine and Ma, Rui},
- title = {GaN Distributed RF Power Amplifier Automation Design with Deep Reinforcement Learning},
- booktitle = {International Conference on Artificial Intelligence Circuits and Systems (AICAS)},
- year = 2022,
- month = jun,
- url = {https://www.merl.com/publications/TR2022-074}
- }
- Zhu, X., Jain, S., Tomizuka, M., van Baar, J., "Learning to Synthesize Volumetric Meshes from Vision-based Tactile Imprints", IEEE International Conference on Robotics and Automation (ICRA), DOI: 10.1109/ICRA46639.2022.9812092, May 2022, pp. 4833-4839.
BibTeX TR2022-055 PDF- @inproceedings{Zhu2022may2,
- author = {Zhu, Xinghao and Jain, Siddarth and Tomizuka, Masayoshi and van Baar, Jeroen},
- title = {Learning to Synthesize Volumetric Meshes from Vision-based Tactile Imprints},
- booktitle = {2022 IEEE International Conference on Robotics and Automation (ICRA)},
- year = 2022,
- pages = {4833--4839},
- month = may,
- publisher = {IEEE},
- doi = {10.1109/ICRA46639.2022.9812092},
- isbn = {978-1-7281-9681-7},
- url = {https://www.merl.com/publications/TR2022-055}
- }
- Liu, B., Koike-Akino, T., Wang, Y., Parsons, K., "Variational Quantum Compressed Sensing for Joint User and Channel State Acquisition in Grant-Free Device Access Systems", IEEE International Conference on Communications (ICC), DOI: 10.1109/ICC45855.2022.9838445, May 2022.
BibTeX TR2022-052 PDF Video Presentation- @inproceedings{Liu2022may3,
- author = {Liu, Bryan and Koike-Akino, Toshiaki and Wang, Ye and Parsons, Kieran},
- title = {Variational Quantum Compressed Sensing for Joint User and Channel State Acquisition in Grant-Free Device Access Systems},
- booktitle = {IEEE International Conference on Communications (ICC)},
- year = 2022,
- month = may,
- publisher = {IEEE},
- doi = {10.1109/ICC45855.2022.9838445},
- issn = {1938-1883},
- isbn = {978-1-5386-8347-7},
- url = {https://www.merl.com/publications/TR2022-052}
- }
- Jung, M., Kojima, K., Koike-Akino, T., Wang, Y., Zhu, D., Brand, M., "Finding the Right Deep Neural Network Model for Efficient Design of Tunable Nanophotonic Devices", Conference on Lasers and Electro-Optics (CLEO), DOI: 10.1364/CLEO_SI.2022.SW5E.6, May 2022.
BibTeX TR2022-047 PDF Video Presentation- @inproceedings{Jung2022may,
- author = {Jung, Minwoo and Kojima, Keisuke and Koike-Akino, Toshiaki and Wang, Ye and Zhu, Dayu and Brand, Matthew},
- title = {Finding the Right Deep Neural Network Model for Efficient Design of Tunable Nanophotonic Devices},
- booktitle = {Conference on Lasers and Electro-Optics (CLEO)},
- year = 2022,
- month = may,
- publisher = {Optica},
- doi = {10.1364/CLEO_SI.2022.SW5E.6},
- isbn = {978-1-957171-05-0},
- url = {https://www.merl.com/publications/TR2022-047}
- }
- Koike-Akino, T., Kojima, K., Wang, Y., "AutoML Hyperparameter Tuning of Generative DNN Architecture for Nanophotonic Device Design", Conference on Lasers and Electro-Optics (CLEO), DOI: 10.1364/CLEO_AT.2022.JW3A.44, May 2022.
BibTeX TR2022-046 PDF Presentation- @inproceedings{Koike-Akino2022may3,
- author = {Koike-Akino, Toshiaki and Kojima, Keisuke and Wang, Ye},
- title = {AutoML Hyperparameter Tuning of Generative DNN Architecture for Nanophotonic Device Design},
- booktitle = {Conference on Lasers and Electro-Optics (CLEO)},
- year = 2022,
- month = may,
- publisher = {Optica},
- doi = {10.1364/CLEO_AT.2022.JW3A.44},
- isbn = {978-1-957171-05-0},
- url = {https://www.merl.com/publications/TR2022-046}
- }
- Chang, X., Moritz, N., Hori, T., Watanabe, S., Le Roux, J., "Extended Graph Temporal Classification for Multi-Speaker End-to-End ASR", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP43922.2022.9747375, April 2022, pp. 7322-7326.
BibTeX TR2022-021 PDF- @inproceedings{Chang2022apr,
- author = {Chang, Xuankai and Moritz, Niko and Hori, Takaaki and Watanabe, Shinji and Le Roux, Jonathan},
- title = {Extended Graph Temporal Classification for Multi-Speaker End-to-End ASR},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2022,
- pages = {7322--7326},
- month = apr,
- publisher = {IEEE},
- doi = {10.1109/ICASSP43922.2022.9747375},
- url = {https://www.merl.com/publications/TR2022-021}
- }
- Higuchi, Y., Moritz, N., Le Roux, J., Hori, T., "Advancing Momentum Pseudo-Labeling with Conformer and Initialization Strategy", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP43922.2022.9746275, April 2022, pp. 7672-7676.
BibTeX TR2022-026 PDF- @inproceedings{Higuchi2022apr,
- author = {Higuchi, Yosuke and Moritz, Niko and Le Roux, Jonathan and Hori, Takaaki},
- title = {Advancing Momentum Pseudo-Labeling with Conformer and Initialization Strategy},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2022,
- pages = {7672--7676},
- month = apr,
- publisher = {IEEE},
- doi = {10.1109/ICASSP43922.2022.9746275},
- url = {https://www.merl.com/publications/TR2022-026}
- }
- Moritz, N., Hori, T., Watanabe, S., Le Roux, J., "Sequence Transduction with Graph-based Supervision", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP43922.2022.9747788, April 2022, pp. 7212-7216.
BibTeX TR2022-024 PDF- @inproceedings{Moritz2022apr,
- author = {Moritz, Niko and Hori, Takaaki and Watanabe, Shinji and Le Roux, Jonathan},
- title = {Sequence Transduction with Graph-based Supervision},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2022,
- pages = {7212--7216},
- month = apr,
- publisher = {IEEE},
- doi = {10.1109/ICASSP43922.2022.9747788},
- url = {https://www.merl.com/publications/TR2022-024}
- }
- Peng, K.-C., "Iterative Self Knowledge Distillation -- From Pothole Classification To Fine-Grained And COVID Recognition", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Gan, W.-S. and Ma, K. K., Eds., DOI: 10.1109/ICASSP43922.2022.9746470, April 2022, pp. 3139-3143.
BibTeX TR2022-020 PDF Video Presentation- @inproceedings{Peng2022apr,
- author = {Peng, Kuan-Chuan},
- title = {Iterative Self Knowledge Distillation -- From Pothole Classification To Fine-Grained And COVID Recognition},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2022,
- editor = {Gan, W.-S. and Ma, K. K.},
- pages = {3139--3143},
- month = apr,
- publisher = {IEEE},
- doi = {10.1109/ICASSP43922.2022.9746470},
- issn = {1520-6149},
- isbn = {978-1-6654-0541-6},
- url = {https://www.merl.com/publications/TR2022-020}
- }
- Petermann, D., Wichern, G., Wang, Z.-Q., Le Roux, J., "The Cocktail Fork Problem: Three-Stem Audio Separation for Real-World Soundtracks", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP43922.2022.9746005, April 2022, pp. 526-530.
BibTeX TR2022-022 PDF Video Software- @inproceedings{Petermann2022apr,
- author = {Petermann, Darius and Wichern, Gordon and Wang, Zhong-Qiu and Le Roux, Jonathan},
- title = {The Cocktail Fork Problem: Three-Stem Audio Separation for Real-World Soundtracks},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2022,
- pages = {526--530},
- month = apr,
- doi = {10.1109/ICASSP43922.2022.9746005},
- url = {https://www.merl.com/publications/TR2022-022}
- }
- Shah, A.P., Geng, S., Gao, P., Cherian, A., Hori, T., Marks, T.K., Le Roux, J., Hori, C., "Audio-Visual Scene-Aware Dialog and Reasoning Using Audio-Visual Transformers with Joint Student-Teacher Learning", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), April 2022, pp. 7732-7736.
BibTeX TR2022-019 PDF- @inproceedings{Shah2022apr,
- author = {Shah, Ankit Parag and Geng, Shijie and Gao, Peng and Cherian, Anoop and Hori, Takaaki and Marks, Tim K. and Le Roux, Jonathan and Hori, Chiori},
- title = {Audio-Visual Scene-Aware Dialog and Reasoning Using Audio-Visual Transformers with Joint Student-Teacher Learning},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2022,
- pages = {7732--7736},
- month = apr,
- publisher = {IEEE},
- issn = {1520-6149},
- isbn = {978-1-6654-0540-9},
- url = {https://www.merl.com/publications/TR2022-019}
- }
- Slizovskaia, O., Wichern, G., Wang, Z.-Q., Le Roux, J., "Locate This, Not That: Class-Conditioned Sound Event DOA Estimation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP43922.2022.9747604, April 2022, pp. 711-715.
BibTeX TR2022-023 PDF- @inproceedings{Slizovskaia2022mar,
- author = {Slizovskaia, Olga and Wichern, Gordon and Wang, Zhong-Qiu and Le Roux, Jonathan},
- title = {Locate This, Not That: Class-Conditioned Sound Event DOA Estimation},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2022,
- pages = {711--715},
- month = apr,
- doi = {10.1109/ICASSP43922.2022.9747604},
- url = {https://www.merl.com/publications/TR2022-023}
- }
- Cao, W., Benosman, M., Zhang, X., Ma, R., "Domain Knowledge-Based Automated Analog Circuit Design with Deep Reinforcement Learning", AAAI Conference on Artificial Intelligence, February 2022.
BibTeX TR2022-017 PDF- @inproceedings{Cao2022feb,
- author = {Cao, Weidong and Benosman, Mouhacine and Zhang, Xuan and Ma, Rui},
- title = {Domain Knowledge-Based Automated Analog Circuit Design with Deep Reinforcement Learning},
- booktitle = {AAAI Conference on Artificial Intelligence},
- year = 2022,
- month = feb,
- url = {https://www.merl.com/publications/TR2022-017}
- }
- Hori, C., Shah, A.P., Geng, S., Gao, P., Cherian, A., Hori, T., Le Roux, J., Marks, T.K., "Overview of Audio Visual Scene-Aware Dialog with Reasoning Track for Natural Language Generation in DSTC10", The 10th Dialog System Technology Challenge Workshop at AAAI, February 2022.
BibTeX TR2022-016 PDF- @inproceedings{Hori2022feb,
- author = {Hori, Chiori and Shah, Ankit Parag and Geng, Shijie and Gao, Peng and Cherian, Anoop and Hori, Takaaki and Le Roux, Jonathan and Marks, Tim K.},
- title = {Overview of Audio Visual Scene-Aware Dialog with Reasoning Track for Natural Language Generation in DSTC10},
- booktitle = {The 10th Dialog System Technology Challenge Workshop at AAAI},
- year = 2022,
- month = feb,
- url = {https://www.merl.com/publications/TR2022-016}
- }
- Shah, A.P., Hori, T., Le Roux, J., Hori, C., "DSTC10-AVSD Submission System with Reasoning using Audio-Visual Transformers with Joint Student-Teacher Learning", The 10th Dialog System Technology Challenge Workshop at AAAI 2022, February 2022.
BibTeX TR2022-025 PDF- @inproceedings{Shah2022feb,
- author = {{Shah, Ankit Parag and Hori, Takaaki and Le Roux, Jonathan and Hori, Chiori}},
- title = {DSTC10-AVSD Submission System with Reasoning using Audio-Visual Transformers with Joint Student-Teacher Learning},
- booktitle = {The 10th Dialog System Technology Challenge Workshop at AAAI 2022},
- year = 2022,
- month = feb,
- url = {https://www.merl.com/publications/TR2022-025}
- }
- Cherian, A., Hori, C., Marks, T.K., Le Roux, J., "(2.5+1)D Spatio-Temporal Scene Graphs for Video Question Answering", AAAI Conference on Artificial Intelligence, DOI: 10.1609/aaai.v36i1.19922, February 2022, pp. 444-453.
BibTeX TR2022-014 PDF Video Presentation- @inproceedings{Cherian2022feb,
- author = {Cherian, Anoop and Hori, Chiori and Marks, Tim K. and Le Roux, Jonathan},
- title = {(2.5+1)D Spatio-Temporal Scene Graphs for Video Question Answering},
- booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
- year = 2022,
- pages = {444--453},
- month = feb,
- doi = {10.1609/aaai.v36i1.19922},
- url = {https://www.merl.com/publications/TR2022-014}
- }
- Ke, L., Peng, K.-C., Lyu, S., "Towards To-a-T Spatio-Temporal Focus for Skeleton-Based Action Recognition", AAAI Conference on Artificial Intelligence, February 2022.
BibTeX TR2022-015 PDF Presentation- @inproceedings{Ke2022feb,
- author = {Ke, Lipeng and Peng, Kuan-Chuan and Lyu, Siwei},
- title = {Towards To-a-T Spatio-Temporal Focus for Skeleton-Based Action Recognition},
- booktitle = {AAAI Conference on Artificial Intelligence},
- year = 2022,
- month = feb,
- url = {https://www.merl.com/publications/TR2022-015}
- }
- Shah, A., Sra, S., Chellappa, R., Cherian, A., "Max-Margin Contrastive Learning", AAAI Conference on Artificial Intelligence, DOI: 10.1609/aaai.v36i8.20796, February 2022, pp. 8220-8230.
BibTeX TR2022-013 PDF- @inproceedings{Shah2022feb,
- author = {Shah, Anshul and Sra, Suvrit and Chellappa, Rama and Cherian, Anoop},
- title = {Max-Margin Contrastive Learning},
- booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
- year = 2022,
- pages = {8220--8230},
- month = feb,
- doi = {10.1609/aaai.v36i8.20796},
- url = {https://www.merl.com/publications/TR2022-013}
- }
- Medin, S.C., Egger, B., Cherian, A., Wang, Y., Tenenbaum, J.B., Liu, X., Marks, T.K., "MOST-GAN: 3D Morphable StyleGAN for Disentangled Face Image Manipulation", AAAI Conference on Artificial Intelligence, DOI: 10.1609/aaai.v36i2.20091, February 2022, pp. 1962-1971.
BibTeX TR2022-011 PDF Video Data Presentation- @inproceedings{Medin2022feb,
- author = {Medin, Safa C. and Egger, Bernhard and Cherian, Anoop and Wang, Ye and Tenenbaum, Joshua B. and Liu, Xiaoming and Marks, Tim K.},
- title = {MOST-GAN: 3D Morphable StyleGAN for Disentangled Face Image Manipulation},
- booktitle = {AAAI Conference on Artificial Intelligence},
- year = 2022,
- pages = {1962--1971},
- month = feb,
- doi = {10.1609/aaai.v36i2.20091},
- url = {https://www.merl.com/publications/TR2022-011}
- }
- Lohit, S., Jones, M.J., "Model Compression Using Optimal Transport", IEEE Winter Conference on Applications of Computer Vision (WACV), January 2022.
BibTeX TR2022-006 PDF Presentation- @inproceedings{Lohit2022jan,
- author = {Lohit, Suhas and Jones, Michael J.},
- title = {Model Compression Using Optimal Transport},
- booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
- year = 2022,
- month = jan,
- publisher = {CVF OpenAccess},
- url = {https://www.merl.com/publications/TR2022-006}
- }
- Wang, Z.-Q., Wichern, G., Le Roux, J., "Convolutive Prediction for Monaural Speech Dereverberation and Noisy-Reverberant Speaker Separation", IEEE/ACM Transactions on Audio, Speech, and Language Processing, DOI: 10.1109/TASLP.2021.3129363, Vol. 29, pp. 3476-3490, December 2021.
BibTeX TR2021-144 PDF- @article{Wang2021dec,
- author = {Wang, Zhong-Qiu and Wichern, Gordon and Le Roux, Jonathan},
- title = {Convolutive Prediction for Monaural Speech Dereverberation and Noisy-Reverberant Speaker Separation},
- journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
- year = 2021,
- volume = 29,
- pages = {3476--3490},
- month = dec,
- doi = {10.1109/TASLP.2021.3129363},
- url = {https://www.merl.com/publications/TR2021-144}
- }
- Yu, X., van Baar, J., Chen, S., Sullivan, A., "Keypoint-aligned 3D Human Shape Recovery from A Single Imagewith Bilayer-Graph", International Conference on 3D Vision (3DV), DOI: 10.1109/3DV53792.2021.00060, December 2021, pp. 505-514.
BibTeX TR2021-143 PDF- @inproceedings{Yu2021dec,
- author = {Yu, Xin and van Baar, Jeroen and Chen, Siheng and Sullivan, Alan},
- title = {Keypoint-aligned 3D Human Shape Recovery from A Single Imagewith Bilayer-Graph},
- booktitle = {International Conference on 3D Vision (3DV)},
- year = 2021,
- pages = {505--514},
- month = dec,
- doi = {10.1109/3DV53792.2021.00060},
- url = {https://www.merl.com/publications/TR2021-143}
- }