The Important Thing is to Never Stop Questioning or Learning. — Albert Einstein

2026

Boot-and-Feedback Framework for Generalist-Expert Model Collaboration in Breast Ultrasound Diagnosis
Ming Cheng, Hongyu Sun, Zhaolin Chen, Jun Liu, Hossein Rahmani, Qiuhong Ke
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Barcelona, Spain, 2026

2025

Point-Cache: Test-time Dynamic and Hierarchical Cache for Robust and Generalizable Point Cloud Analysis
Hongyu Sun, Qiuhong Ke, Ming Cheng, Yongcai Wang, Deying Li, Chenhui Gou, Jianfei Cai
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, USA, 2025, pp. 1-13
@inproceedings{sun25pointcache,
    title={Point-Cache: Test-time Dynamic and Hierarchical Cache for Robust and Generalizable Point Cloud Analysis},
    author={Sun, Hongyu and Ke, Qiuhong and Cheng, Ming and Wang, Yongcai and Li, Deying and Gou, Chenhui and Cai, Jianfei},
    booktitle={2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
    year={2025},
    pages={1263-1275},
    doi={10.1109/CVPR52734.2025.00126}
}

2024

VSFormer: Mining Correlations in Flexible View Set for Multi-view 3D Shape Understanding
Hongyu Sun, Yongcai Wang, Peng Wang, Haoran Deng, Xudong Cai, Deying Li
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2024, doi: 10.1109/TVCG.2024.3381152
@ARTICLE{sun25vsformer,
    author={Sun, Hongyu and Wang, Yongcai and Wang, Peng and Deng, Haoran and Cai, Xudong and Li, Deying},
    journal={IEEE Transactions on Visualization and Computer Graphics}, 
    title={VSFormer: Mining Correlations in Flexible View Set for Multi-View 3D Shape Understanding}, 
    year={2025},
    volume={31},
    number={4},
    pages={2127-2141},
    keywords={Three-dimensional displays;Shape;Correlation;Feature extraction;Solid modeling;Transformers;Aggregates;Multi-view 3D shape recognition and retrieval;multi-view 3D shape analysis;view set;attention mechanism},
    doi={10.1109/TVCG.2024.3381152}
}
Parameter-efficient Prompt Learning for 3D Point Cloud Understanding
Hongyu Sun, Yongcai Wang, Wang Chen, Haoran Deng, Deying Li
IEEE International Conference on Robotics and Automation (ICRA), Yokohama, Japan, 2024, pp. 9478-9486, doi: 10.1109/ICRA57147.2024.10610093
@INPROCEEDINGS{sun24ppt3d,
    author={Sun, Hongyu and Wang, Yongcai and Chen, Wang and Deng, Haoran and Li, Deying},
    booktitle={2024 IEEE International Conference on Robotics and Automation (ICRA)}, 
    title={Parameter-efficient Prompt Learning for 3D Point Cloud Understanding}, 
    year={2024},
    pages={9478-9486},
    keywords={Point cloud compression;Solid modeling;Adaptation models;Three-dimensional displays;Prompt engineering;Task analysis;Robotics and automation},
    doi={10.1109/ICRA57147.2024.10610093}
}
Point-PRC: A Prompt Learning Based Regulation Framework for Generalizable Point Cloud Analysis
Hongyu Sun, Qiuhong Ke, Yongcai Wang, Wang Chen, Kang Yang, Deying Li, Jianfei Cai
Advances in Neural Information Processing Systems (NeurIPS), Vancouver, Canada, 2024
@inproceedings{sun24point-prc,
    author = {Sun, Hongyu and Ke, Qiuhong and Wang, Yongcai and Chen, Wang and Yang, Kang and Li, Deying and Cai, Jianfei},
    booktitle = {Advances in Neural Information Processing Systems},
    doi = {10.52202/079017-3761},
    editor = {A. Globerson and L. Mackey and D. Belgrave and A. Fan and U. Paquet and J. Tomczak and C. Zhang},
    pages = {118456-118482},
    publisher = {Curran Associates, Inc.},
    title = {Point-PRC: A Prompt Learning Based Regulation Framework for Generalizable Point Cloud Analysis},
    url = {https://proceedings.neurips.cc/paper_files/paper/2024/file/d6938c8e88ef62394d2f4f3fd428e036-Paper-Conference.pdf},
    volume = {37},
    year = {2024}
}

2023

ViPFormer: Efficient Vision-and-Pointcloud Transformer for Unsupervised Pointcloud Understanding
Hongyu Sun, Yongcai Wang, Xudong Cai, Xuewei Bai, Deying Li
IEEE International Conference on Robotics and Automation (ICRA), London, United Kingdom, 2023, pp. 7234-7242, doi: 10.1109/ICRA48891.2023.10160658
@INPROCEEDINGS{sun23vipformer,
    author={Sun, Hongyu and Wang, Yongcai and Cai, Xudong and Bai, Xuewei and Li, Deying},
    booktitle={2023 IEEE International Conference on Robotics and Automation (ICRA)}, 
    title={ViPFormer: Efficient Vision-and-Pointcloud Transformer for Unsupervised Pointcloud Understanding}, 
    year={2023},
    pages={7234-7242},
    keywords={Point cloud compression;Solid modeling;Runtime;Three-dimensional displays;Shape;Semantic segmentation;Manuals},
    doi={10.1109/ICRA48891.2023.10160658}
}
Boundary-Aware Set Abstraction for 3D Object Detection
Zhe Huang, Yongcai Wang, Xingui Tang, Hongyu Sun
International Joint Conference on Neural Networks (IJCNN), Gold Coast, Australia, 2023, pp. 01-07, doi: 10.1109/IJCNN54540.2023.10191728
@INPROCEEDINGS{huang23basa,
    author={Huang, Zhe and Wang, Yongcai and Tang, Xingui and Sun, Hongyu},
    booktitle={2023 International Joint Conference on Neural Networks (IJCNN)}, 
    title={Boundary-Aware Set Abstraction for 3D Object Detection}, 
    year={2023},
    pages={01-07},
    keywords={Measurement;Solid modeling;Three-dimensional displays;Computational modeling;Semantics;Neural networks;Object detection;3D object detection;Point based;Down sampling;Set abstraction;Boundary},
    doi={10.1109/IJCNN54540.2023.10191728}
}

2022

AirBirds: A Large-scale Challenging Dataset for Bird Strike Prevention in Real-world Airports
Hongyu Sun, Yongcai Wang, Xudong Cai, Peng Wang, Deying Li, Yu Shao, Shuo Wang
Asian Conference on Computer Vision (ACCV), Macau SAR, China, 2022, pp. 2440-2456, doi: 10.1007/978-3-031-26348-4_24
@InProceedings{sun22airbirds,
    author = {Sun, Hongyu and Wang, Yongcai and Cai, Xudong and Wang, Peng and Huang, Zhe and Li, Deying and Shao, Yu and Wang, Shuo},
    title = {AirBirds: A Large-scale Challenging Dataset for Bird Strike Prevention in Real-world Airports},
    booktitle = {Proceedings of the Asian Conference on Computer Vision (ACCV)},
    month = {December},
    year = {2022},
    pages = {2440-2456}
}

Journal Articles

Research survey on automatic term extraction
Xue Zhang, Hongyu Sun, Dongxing Xin, Cuiping Li, Hong Chen
Ruan Jian Xue Bao/Journal of Software, (in Chinese)