Publications

17 / 2,975 publications found.


  •  Liu, D., Chen, S., Boufounos, P.T., "Graph-Based Array Signal Denoising for Perturbed Synthetic Aperture Radar", IEEE International Geoscience and Remote Sensing Symposium (IGARSS), July 2020.
    BibTeX TR2020-114 PDF Video
    • @inproceedings{Liu2020jul,
    • author = {Liu, Dehong and Chen, Siheng and Boufounos, Petros T.},
    • title = {Graph-Based Array Signal Denoising for Perturbed Synthetic Aperture Radar},
    • booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
    • year = 2020,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2020-114}
    • }
  •  Chen, S., Li, M., Zhang, Y., "Sampling and Recovery of Graph Signals based on Graph Neural Networks", arXiv, July 2020.
    BibTeX
    • @article{Chen2020jul,
    • author = {Chen, Siheng and Li, Maosen and Zhang, Ya},
    • title = {Sampling and Recovery of Graph Signals based on Graph Neural Networks},
    • journal = {arXiv},
    • year = 2020,
    • month = jul
    • }
  •  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), June 2020.
    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,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2020-072}
    • }
  •  Li, M., Chen, S., Zhao, Y., Zhang, Y., Wang, Y., Tia, Q., "Dynamic Multiscale Graph Neural Networks for 3D Skeleton-Based Human Motion Prediction", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2020.
    BibTeX TR2020-073 PDF
    • @inproceedings{Li2020jun,
    • author = {Li, Maosen and Chen, Sihen and Zhao, Yangheng and Zhang, Ya and Wang, Yanfeng and Tia, Qi},
    • title = {Dynamic Multiscale Graph Neural Networks for 3D Skeleton-Based Human Motion Prediction},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2020,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2020-073}
    • }
  •  Chen, S., Zhao, L., Eldar, Y., "Graph Unrolling Networks: Interpretable Neural Networks for Graph Signal Denoising", arXiv, June 2020.
    BibTeX
    • @article{Chen2020jun,
    • author = {Chen, Siheng and Zhao, Lingxiao and Eldar, Yonina},
    • title = {Graph Unrolling Networks: Interpretable Neural Networks for Graph Signal Denoising},
    • journal = {arXiv},
    • year = 2020,
    • month = jun
    • }
  •  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), June 2020.
    BibTeX TR2020-068 PDF 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,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2020-068}
    • }
  •  Fujihashi, T., Koike-Akino, T., Chen, S., Watanabe, T., "Wireless 3D Point Cloud Delivery Using Deep Graph Neural Networks", arXiv, June 2020.
    BibTeX arXiv
    • @article{Fujihashi2020jun,
    • author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Chen, Siheng and Watanabe, Takashi},
    • title = {Wireless 3D Point Cloud Delivery Using Deep Graph Neural Networks},
    • journal = {arXiv},
    • year = 2020,
    • month = jun,
    • url = {https://arxiv.org/abs/2006.09835}
    • }
  •  Chen, S., Liu, B., Feng, C., Vallespi-Gonzalez, C., Wellington, C., "3D Point Cloud Processing and Learning for Autonomous Driving", IEEE Signal Processing Magazine, 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,
    • month = may,
    • url = {https://www.merl.com/publications/TR2020-066}
    • }
  •  Chen, S., Zhang, N., Sun, H., "Collaborative Localization Based on Traffic Landmarks for Autonomous Driving", IEEE International Symposium on Circuits and Systems (ISCAS), May 2020.
    BibTeX TR2020-064 PDF
    • @inproceedings{Chen2020may,
    • author = {Chen, Siheng and Zhang, Ningxiao and Sun, Huifang},
    • title = {Collaborative Localization Based on Traffic Landmarks for Autonomous Driving},
    • booktitle = {IEEE International Symposium on Circuits and Systems (ISCAS)},
    • year = 2020,
    • month = may,
    • url = {https://www.merl.com/publications/TR2020-064}
    • }
  •  Ioannidis, V., Chen, S., Giannakis, G., "Pruned Graph Scattering Transforms", International Conference on Learning Representations (ICLR), April 2020.
    BibTeX TR2020-055 PDF
    • @inproceedings{Ioannidis2020apr,
    • author = {Ioannidis, Vassilis and Chen, Siheng and Giannakis, Georgios},
    • title = {Pruned Graph Scattering Transforms},
    • booktitle = {International Conference on Learning Representations (ICLR)},
    • year = 2020,
    • month = apr,
    • url = {https://www.merl.com/publications/TR2020-055}
    • }
  •  Liu, J., Chen, B., Chen, S., Berges, M., Bielak, J., Noh, H.Y., "Damage-Sensitive and Domain-Invariant Feature Extraction for Vehicle-Vibration-Based Bridge Health Monitoring", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP40776.2020.9053450, April 2020, pp. 3007-3011.
    BibTeX TR2020-053 PDF Video
    • @inproceedings{Liu2020apr,
    • author = {Liu, Jingxiao and Chen, Bingqing and Chen, Siheng and Berges, Mario and Bielak, Jacobo and Noh, Hae Young},
    • title = {Damage-Sensitive and Domain-Invariant Feature Extraction for Vehicle-Vibration-Based Bridge Health Monitoring},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2020,
    • pages = {3007--3011},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP40776.2020.9053450},
    • issn = {2379-190X},
    • isbn = {978-1-5090-6631-5},
    • url = {https://www.merl.com/publications/TR2020-053}
    • }
  •  Chen, S., Duan, C., Yang, Y., Feng, C., Li, D., Tian, D., "Deep Unsupervised Learning of 3D Point Clouds via Graph Topology Inference and Filtering", IEEE Transactions on Image Processing, DOI: 10.1109/TIP.2019.2957935, pp. 3183-3198, January 2020.
    BibTeX TR2020-004 PDF Software
    • @article{Chen2020jan,
    • author = {Chen, Siheng and Duan, Chaojing and Yang, Yaoqing and Feng, Chen and Li, Duanshun and Tian, Dong},
    • title = {Deep Unsupervised Learning of 3D Point Clouds via Graph Topology Inference and Filtering},
    • journal = {IEEE Transactions on Image Processing},
    • year = 2020,
    • pages = {3183--3198},
    • month = jan,
    • doi = {10.1109/TIP.2019.2957935},
    • url = {https://www.merl.com/publications/TR2020-004}
    • }
  •  Wu, Y., Marks, T., Cherian, A., Chen, S., Feng, C., Wang, G., Sullivan, A., "Unsupervised Joint 3D Object Model Learning and 6D Pose Estimation for Depth-Based Instance Segmentation", IEEE ICCV Workshop on Recovering 6D Object Pose, DOI: 10.1109/ICCVW.2019.00339, October 2019, pp. 2777-2786.
    BibTeX TR2019-118 PDF
    • @inproceedings{Wu2019oct,
    • author = {Wu, Yuanwei and Marks, Tim and Cherian, Anoop and Chen, Siheng and Feng, Chen and Wang, Guanghui and Sullivan, Alan},
    • title = {Unsupervised Joint 3D Object Model Learning and 6D Pose Estimation for Depth-Based Instance Segmentation},
    • booktitle = {IEEE ICCV Workshop on Recovering 6D Object Pose},
    • year = 2019,
    • pages = {2777--2786},
    • month = oct,
    • doi = {10.1109/ICCVW.2019.00339},
    • url = {https://www.merl.com/publications/TR2019-118}
    • }
  •  Chen, S., "Large-Scale 3D Point Cloud Representations via Graph Inception Networks with Applications to Autonomous Driving", Graph Signal Processing Workshop (GSP), DOI: 10.1109/ICIP.2019.8803525, June 2019, pp. 4395-4399.
    BibTeX TR2019-039 PDF
    • @inproceedings{Chen2019jun,
    • author = {Chen, Siheng},
    • title = {Large-Scale 3D Point Cloud Representations via Graph Inception Networks with Applications to Autonomous Driving},
    • booktitle = {Graph Signal Processing Workshop (GSP)},
    • year = 2019,
    • pages = {4395--4399},
    • month = jun,
    • doi = {10.1109/ICIP.2019.8803525},
    • url = {https://www.merl.com/publications/TR2019-039}
    • }
  •  Duan, C., Chen, S., Tian, D., Moura, J., Kovacevic, J., "Deep Graph Topology Learning for 3D Point Cloud Reconstruction", Graph Signal Processing Workshop (GSP), June 2019.
    BibTeX TR2019-046 PDF
    • @inproceedings{Duan2019jun,
    • author = {Duan, Chaojing and Chen, Siheng and Tian, Dong and Moura, Jose and Kovacevic, Jelena},
    • title = {Deep Graph Topology Learning for 3D Point Cloud Reconstruction},
    • booktitle = {Graph Signal Processing Workshop (GSP)},
    • year = 2019,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2019-046}
    • }
  •  Chen, S., Tian, D., Feng, C., Vetro, A., Kovacevic, J., "Fast Resampling of 3D Point Clouds via Graphs", IEEE Transactions on Signal Processing, DOI: 10.1109/TSP.2017.2771730, Vol. 66, No. 3, pp. 666-681, November 2017.
    BibTeX TR2017-215 PDF Software
    • @article{Chen2017nov,
    • author = {Chen, Siheng and Tian, Dong and Feng, Chen and Vetro, Anthony and Kovacevic, Jelena},
    • title = {Fast Resampling of 3D Point Clouds via Graphs},
    • journal = {IEEE Transactions on Signal Processing},
    • year = 2017,
    • volume = 66,
    • number = 3,
    • pages = {666--681},
    • month = nov,
    • doi = {10.1109/TSP.2017.2771730},
    • url = {https://www.merl.com/publications/TR2017-215}
    • }
  •  Chen, S., Tian, D., Feng, C., Vetro, A., Kovacevic, J., "Contour-Enhanced Resampling of 3D Point Clouds Via Graphs", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), March 2017.
    BibTeX TR2017-017 PDF
    • @inproceedings{Chen2017mar,
    • author = {Chen, Siheng and Tian, Dong and Feng, Chen and Vetro, Anthony and Kovacevic, Jelena},
    • title = {Contour-Enhanced Resampling of 3D Point Clouds Via Graphs},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2017,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2017-017}
    • }