Publications

489 / 3,209 publications found.


  •  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
    • @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,
    • 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, 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,
    • month = dec,
    • 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), December 2021.
    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,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2021-143}
    • }
  •  Wang, Z.-Q., Wichern, G., Le Roux, J., "On The Compensation Between Magnitude and Phase in Speech Separation", IEEE Signal Processing Letters, DOI: 10.1109/​LSP.2021.3116502, Vol. 28, pp. 2018-2022, November 2021.
    BibTeX TR2021-137 PDF
    • @article{Wang2021nov2,
    • author = {Wang, Zhong-Qiu and Wichern, Gordon and Le Roux, Jonathan},
    • title = {On The Compensation Between Magnitude and Phase in Speech Separation},
    • journal = {IEEE Signal Processing Letters},
    • year = 2021,
    • volume = 28,
    • pages = {2018--2022},
    • month = nov,
    • doi = {10.1109/LSP.2021.3116502},
    • url = {https://www.merl.com/publications/TR2021-137}
    • }
  •  Demir, A., Koike-Akino, T., Wang, Y., Erdogmus, D., Haruna, M., "EEG-GNN: Graph Neural Networks for Classification of Electroencephalogram (EEG) Signals", International IEEE EMBS Conference on Neural Engineering, DOI: 10.1109/​EMBC46164.2021.9630194, October 2021.
    BibTeX TR2021-136 PDF Video Presentation
    • @inproceedings{Demir2021oct,
    • author = {Demir, Andac and Koike-Akino, Toshiaki and Wang, Ye and Erdogmus, Deniz and Haruna, Masaki},
    • title = {EEG-GNN: Graph Neural Networks for Classification of Electroencephalogram (EEG) Signals},
    • booktitle = {International IEEE EMBS Conference on Neural Engineering},
    • year = 2021,
    • month = oct,
    • publisher = {IEEE},
    • doi = {10.1109/EMBC46164.2021.9630194},
    • issn = {2694-0604},
    • isbn = {978-1-7281-1179-7},
    • url = {https://www.merl.com/publications/TR2021-136}
    • }
  •  Rakin, A.S., Wang, Y., Aeron, S., Koike-Akino, T., Moulin, P., Parsons, K., "Towards Universal Adversarial Examples and Defenses", IEEE Information Theory Workshop, DOI: 10.1109/​ITW48936.2021.9611439, October 2021.
    BibTeX TR2021-125 PDF Video
    • @inproceedings{Rakin2021oct,
    • author = {Rakin, Adnan S and Wang, Ye and Aeron, Shuchin and Koike-Akino, Toshiaki and Moulin, Pierre and Parsons, Kieran},
    • title = {Towards Universal Adversarial Examples and Defenses},
    • booktitle = {IEEE Information Theory Workshop},
    • year = 2021,
    • month = oct,
    • publisher = {IEEE},
    • doi = {10.1109/ITW48936.2021.9611439},
    • isbn = {978-1-6654-0312-2},
    • url = {https://www.merl.com/publications/TR2021-125}
    • }
  •  Wang, Z.-Q., Wichern, G., Le Roux, J., "Convolutive Prediction for Reverberant Speech Separation", IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), DOI: 10.1109/​WASPAA52581.2021.9632667, October 2021, pp. 56-60.
    BibTeX TR2021-127 PDF
    • @inproceedings{Wang2021oct4,
    • author = {Wang, Zhong-Qiu and Wichern, Gordon and Le Roux, Jonathan},
    • title = {Convolutive Prediction for Reverberant Speech Separation},
    • booktitle = {IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)},
    • year = 2021,
    • pages = {56--60},
    • month = oct,
    • publisher = {IEEE},
    • doi = {10.1109/WASPAA52581.2021.9632667},
    • url = {https://www.merl.com/publications/TR2021-127}
    • }
  •  Wichern, G., Chakrabarty, A., Wang, Z.-Q., Le Roux, J., "Anomalous sound detection using attentive neural processes", IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), DOI: 10.1109/​WASPAA52581.2021.9632762, October 2021, pp. 186-190.
    BibTeX TR2021-129 PDF
    • @inproceedings{Wichern2021oct,
    • author = {Wichern, Gordon and Chakrabarty, Ankush and Wang, Zhong-Qiu and Le Roux, Jonathan},
    • title = {Anomalous sound detection using attentive neural processes},
    • booktitle = {IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)},
    • year = 2021,
    • pages = {186--190},
    • month = oct,
    • publisher = {IEEE},
    • doi = {10.1109/WASPAA52581.2021.9632762},
    • url = {https://www.merl.com/publications/TR2021-129}
    • }
  •  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
    • @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 Data Software
    • @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}
    • }
  •  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), September 2021.
    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,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-099}
    • }
  •  Higuchi, Y., Moritz, N., Le Roux, J., Hori, T., "Momentum Pseudo-Labeling for Semi-Supervised Speech Recognition", Annual Conference of the International Speech Communication Association (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 = {Annual Conference of the International Speech Communication Association (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}
    • }
  •  Hori, T., Moritz, N., Hori, C., Le Roux, J., "Advanced Long-context End-to-end Speech Recognition Using Context-expanded Transformers", Annual Conference of the International Speech Communication Association (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 = {Annual Conference of the International Speech Communication Association (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", Annual Conference of the International Speech Communication Association (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 = {Annual Conference of the International Speech Communication Association (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", Annual Conference of the International Speech Communication Association (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 = {Annual Conference of the International Speech Communication Association (Interspeech)},
    • year = 2021,
    • pages = {1822--1826},
    • month = aug,
    • doi = {10.21437/Interspeech.2021-1693},
    • url = {https://www.merl.com/publications/TR2021-094}
    • }
  •  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}
    • }
  •  Cherian, A., Wang, J., "Generalized One-Class Learning Using Pairs of Complementary Classifiers", IEEE Transactions on Pattern Analysis and Machine Intelligence, June 2021.
    BibTeX TR2021-076 PDF
    • @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,
    • url = {https://www.merl.com/publications/TR2021-076}
    • }
  •  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., "Time-Varying Graph Signal Inpainting via Unrolling Networks", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP39728.2021.9413406, June 2021.
    BibTeX TR2021-070 PDF
    • @inproceedings{Chen2021jun,
    • author = {Chen, Siheng and Eldar, Yonina},
    • title = {Time-Varying Graph Signal Inpainting via Unrolling Networks},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2021,
    • month = jun,
    • doi = {10.1109/ICASSP39728.2021.9413406},
    • url = {https://www.merl.com/publications/TR2021-070}
    • }
  •  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}
    • }
  •  Hung, Y.-N., Wichern, G., Le Roux, J., "Transcription Is All You Need: Learning to Separate Musical Mixtures with Score as Supervision", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP39728.2021.9413358, June 2021, pp. 46-50.
    BibTeX TR2021-069 PDF
    • @inproceedings{Hung2021jun,
    • author = {Hung, Yun-Ning and Wichern, Gordon and Le Roux, Jonathan},
    • title = {Transcription Is All You Need: Learning to Separate Musical Mixtures with Score as Supervision},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2021,
    • pages = {46--50},
    • month = jun,
    • doi = {10.1109/ICASSP39728.2021.9413358},
    • issn = {2379-190X},
    • isbn = {978-1-7281-7605-5},
    • url = {https://www.merl.com/publications/TR2021-069}
    • }
  •  Khurana, S., Moritz, N., Hori, T., Le Roux, J., "Unsupervised Domain Adaptation For Speech Recognition via Uncertainty Driven Self-Training", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP39728.2021.9414299, June 2021, pp. 6553-6557.
    BibTeX TR2021-039 PDF
    • @inproceedings{Khurana2021jun,
    • author = {Khurana, Sameer and Moritz, Niko and Hori, Takaaki and Le Roux, Jonathan},
    • title = {Unsupervised Domain Adaptation For Speech Recognition via Uncertainty Driven Self-Training},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2021,
    • pages = {6553--6557},
    • month = jun,
    • doi = {10.1109/ICASSP39728.2021.9414299},
    • url = {https://www.merl.com/publications/TR2021-039}
    • }