- 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}
- }
- 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, pp. 1881-1884.
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,
- pages = {1881--1884},
- month = jul,
- isbn = {978-1-7281-6374-1},
- 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 arXiv- @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,
- url = {https://arxiv.org/abs/2011.01412}
- }
- 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}
- }
- 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), DOI: 10.1109/CVPR42600.2020.00029, June 2020, pp. 211-220.
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,
- pages = {211--220},
- month = jun,
- doi = {10.1109/CVPR42600.2020.00029},
- url = {https://www.merl.com/publications/TR2020-073}
- }
- 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}
- }
- 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, 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}
- }
- Chen, S., Zhang, N., Sun, H., "Collaborative Localization Based on Traffic Landmarks for Autonomous Driving", IEEE International Symposium on Circuits and Systems (ISCAS), DOI: 10.1109/ISCAS45731.2020.9180894, 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,
- publisher = {IEEE},
- doi = {10.1109/ISCAS45731.2020.9180894},
- 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 Data 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.K., 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 K. 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}
- }