@article{wu2026bearing,title={The Bearing Shell Surface Indentation and Early-state Wear Detection Combining Active Ultrasound and One-dimensional Convolutional Neural Network},author={Wu, Liqun and Liu, Xianyuan and Palamarciuc, Ion and Bajwa, Rizwan and Zhang, Yi and Dwyer-Joyce, Rob},journal={Wear},volume={591},pages={206592},year={2026},publisher={Elsevier},doi={10.1016/j.wear.2026.206592},}
2025
Nature MI
Towards deployment-centric multimodal AI beyond vision and language
Xianyuan Liu, Jiayang Zhang, Shuo Zhou, and 45 more authors
@article{liu2025towards,title={Towards deployment-centric multimodal AI beyond vision and language},author={Liu, Xianyuan and Zhang, Jiayang and Zhou, Shuo and van der Plas, Thijs L. and Vijayaraghavan, Avish and Grishina, Anastasiia and Zhuang, Mengdie and Schofield, Daniel and Tomlinson, Christopher and Wang, Yuhan and Li, Ruizhe and van Zeeland, Louisa and Tabakhi, Sina and Demeocq, Cyndie and Li, Xiang and Das, Arunav and Timmerman, Orlando and Baldwin-McDonald, Thomas and Wu, Jinge and Bai, Peizhen and Al Sahili, Zahraa and Alwazzan, Omnia and Do, Thao N. and Suvon, Mohammod N. I. and Wang, Angeline and Cipolina-Kun, Lucia and Moretti, Luigi A. and Farndale, Lucas and Jain, Nitisha and Efremova, Natalia and Ge, Yan and Varela, Marta and Lam, Hak-Keung and Celiktutan, Oya and Evans, Ben R. and Coca-Castro, Alejandro and Wu, Honghan and Abdallah, Zahraa S. and Chen, Chen and Danchev, Valentin and Tkachenko, Nataliya and Lu, Lei and Zhu, Tingting and Slabaugh, Gregory G. and Moore, Roger K. and Cheung, William K. and Charlton, Peter H. and Lu, Haiping},journal={Nature Machine Intelligence},volume={7},pages={1612-1624},year={2025},publisher={Nature Publishing Group UK London},doi={10.1038/s42256-025-01116-5},}
Nature MI
Mask-prior-guided denoising diffusion improves inverse protein folding
Peizhen Bai, Filip Miljković, Xianyuan Liu, and 4 more authors
@article{bai2025mask,title={Mask-prior-guided denoising diffusion improves inverse protein folding},author={Bai, Peizhen and Miljkovi{\'c}, Filip and Liu, Xianyuan and De Maria, Leonardo and Croasdale-Wood, Rebecca and Rackham, Owen and Lu, Haiping},journal={Nature Machine Intelligence},volume={7},pages={876-888},year={2025},publisher={Nature Publishing Group UK London},doi={10.1038/s42256-025-01042-6},}
IEEE JSTARS
Infrared small target detection via multidirectional local gravitational force and level-line connectivity
Xuying Hao, Xianyuan Liu, Yujia Liu, and 4 more authors
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2025
@article{hao2025infrared,title={Infrared small target detection via multidirectional local gravitational force and level-line connectivity},author={Hao, Xuying and Liu, Xianyuan and Liu, Yujia and Qiu, Yijuan and Zhang, Yunjing and Cui, Yi and Lei, Tao},journal={IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},volume={18},pages={11111-11127},year={2025},publisher={IEEE},doi={10.1109/JSTARS.2025.3560306},}
Methods
Interpretable multimodal learning for tumor protein-metal binding: Progress, challenges, and perspectives
Xiaokun Liu, Sayedmohammadreza Rastegari, Yijun Huang, and 12 more authors
@article{liu2025interpretable,title={Interpretable multimodal learning for tumor protein-metal binding: Progress, challenges, and perspectives},author={Liu, Xiaokun and Rastegari, Sayedmohammadreza and Huang, Yijun and Cheong, Sxe Chang and Liu, Weikang and Zhao, Wenjie and Tian, Qihao and Wang, Hongming and Guo, Yingjie and Zhou, Shuo and Tabakhi, Sina and Liu, Xianyuan and Zhu, Zheqing and Sang, Wei and Lu, Haiping},journal={Methods},volume={242},pages={97-112},year={2025},publisher={Elsevier},doi={https://doi.org/10.1016/j.ymeth.2025.07.004},}
EMBC
Classifying the Stoichiometry of Virus-like Particles with Interpretable Machine Learning
Jiayang Zhang, Xianyuan Liu, Wei Wu, and 6 more authors
In 2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2025
@inproceedings{zhang2025classifying,title={Classifying the Stoichiometry of Virus-like Particles with Interpretable Machine Learning},author={Zhang, Jiayang and Liu, Xianyuan and Wu, Wei and Tabakhi, Sina and Fan, Wenrui and Zhou, Shuo and Tee, Kang Lan and Wong, Tuck Seng and Lu, Haiping},booktitle={2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},organization={IEEE},pages={1-7},year={2025},doi={10.1109/EMBC58623.2025.11254123},}
2024
Heliyon
Predictive modelling of laser powder bed fusion of Fe-based nanocrystalline alloys based on experimental data using multiple linear regression analysis
Merve G Özden, Xianyuan Liu, Tom J Wilkinson, and 2 more authors
@article{ozden2024predictive,title={Predictive modelling of laser powder bed fusion of Fe-based nanocrystalline alloys based on experimental data using multiple linear regression analysis},author={{\"O}zden, Merve G and Liu, Xianyuan and Wilkinson, Tom J and {\"U}st{\"u}n-Yavuz, Meryem S and Morley, Nicola A},journal={Heliyon},volume={10},number={15},year={2024},publisher={Elsevier},doi={10.1016/j.heliyon.2024.e35047},}
IEEE LGRS
SOLO-Net: A sparser but wiser method for small object detection in remote-sensing images
@article{lei2024solonet,title={SOLO-Net: A sparser but wiser method for small object detection in remote-sensing images},author={Lei, Mengqi and Liu, Xianyuan},journal={IEEE Geoscience and Remote Sensing Letters},volume={21},pages={1-5},year={2024},publisher={IEEE},doi={10.1109/LGRS.2023.3337807},}
MICCAI
Multimodal Variational Autoencoder for Low-cost Cardiac Hemodynamics Instability Detection
Mohammod NI Suvon, Prasun C Tripathi, Wenrui Fan, and 7 more authors
In Proceedings of the 27th International Conference on Medical Image Computing and Computer Assisted Intervention, (MICCAI 2024), 2024
@inproceedings{suvon2024multimodal,title={Multimodal Variational Autoencoder for Low-cost Cardiac Hemodynamics Instability Detection},author={Suvon, Mohammod NI and Tripathi, Prasun C and Fan, Wenrui and Zhou, Shuo and Liu, Xianyuan and Alabed, Samer and Osmani, Venet and Swift, Andrew J and Chen, Chen and Lu, Haiping},booktitle={Proceedings of the 27th International Conference on Medical Image Computing and Computer Assisted Intervention, (MICCAI 2024)},publisher={Springer Nature Switzerland},pages={296-306},year={2024},doi={10.1007/978-3-031-72378-0_28},}
IJCAI
DVPE: Divided view position embedding for multi-view 3D object detection
Jiasen Wang, Zhenglin Li, Ke Sun, and 2 more authors
In Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, (IJCAI 24), 2024
@inproceedings{wang2024dvpe,title={DVPE: Divided view position embedding for multi-view 3D object detection},author={Wang, Jiasen and Li, Zhenglin and Sun, Ke and Liu, Xianyuan and Zhou, Yang},booktitle={Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, (IJCAI 24)},pages={6877-6885},year={2024},doi={10.24963/ijcai.2024/760},}
2023
Remote Sensing
Infrared small-target detection based on background-suppression proximal gradient and GPU acceleration
Xuying Hao, Xianyuan Liu, Yujia Liu, and 2 more authors
@article{hao2023infrared,title={Infrared small-target detection based on background-suppression proximal gradient and GPU acceleration},author={Hao, Xuying and Liu, Xianyuan and Liu, Yujia and Cui, Yi and Lei, Tao},journal={Remote Sensing},volume={15},number={22},pages={5424},year={2023},publisher={MDPI},doi={10.3390/rs15225424},}
IEEE TCSVT
First-person video domain adaptation with multi-scene cross-site datasets and attention-based methods
Xianyuan Liu, Shuo Zhou, Tao Lei, and 3 more authors
IEEE Transactions on Circuits and Systems for Video Technology, 2023
@article{liu2023first,title={First-person video domain adaptation with multi-scene cross-site datasets and attention-based methods},author={Liu, Xianyuan and Zhou, Shuo and Lei, Tao and Jiang, Ping and Chen, Zhixiang and Lu, Haiping},journal={IEEE Transactions on Circuits and Systems for Video Technology},volume={33},number={12},pages={7774-7788},year={2023},publisher={IEEE},doi={10.1109/TCSVT.2023.3281671},}
IEEE TGRS
Single-frame infrared small target detection by high local variance, low-rank and sparse decomposition
Yujia Liu, Xianyuan Liu, Xuying Hao, and 3 more authors
IEEE Transactions on Geoscience and Remote Sensing, 2023
@article{liu2023single,title={Single-frame infrared small target detection by high local variance, low-rank and sparse decomposition},author={Liu, Yujia and Liu, Xianyuan and Hao, Xuying and Tang, Wei and Zhang, Sanxing and Lei, Tao},journal={IEEE Transactions on Geoscience and Remote Sensing},volume={61},number={},pages={1-17},year={2023},publisher={IEEE},doi={10.1109/TGRS.2023.3291435},}
Remote Sensing
Text semantic fusion relation graph reasoning for few-shot object detection on remote sensing images
Sanxing Zhang, Fei Song, Xianyuan Liu, and 4 more authors
@article{zhang2023text,title={Text semantic fusion relation graph reasoning for few-shot object detection on remote sensing images},author={Zhang, Sanxing and Song, Fei and Liu, Xianyuan and Hao, Xuying and Liu, Yujia and Lei, Tao and Jiang, Ping},journal={Remote Sensing},volume={15},number={5},pages={1187},year={2023},publisher={MDPI},doi={10.3390/rs15051187},}
ISPP
Cascade attentional fusion for unsupervised domain adaptation on multi-modal egocentric video analysis
Xianyuan Liu, Sanxing Zhang, Tao Lei, and 1 more author
In SPIE 2nd International Conference on Image, Signal Processing and Pattern Recognition, 2023
@inproceedings{liu2022Cascade,title={Cascade attentional fusion for unsupervised domain adaptation on multi-modal egocentric video analysis},author={Liu, Xianyuan and Zhang, Sanxing and Lei, Tao and Jiang, Ping},booktitle={SPIE 2nd International Conference on Image, Signal Processing and Pattern Recognition},volume={12707},pages={127070K},year={2023},publisher={SPIE},doi={10.1117/12.2680951},}
ITNEC
Fine-grained egocentric action recognition with multi-modal unsupervised domain adaptation
Xianyuan Liu, Tao Lei, and Ping Jiang
In IEEE 6th Information Technology, Networking, Electronic and Automation Control Conference, 2023
@inproceedings{liu2022Finegrained,title={Fine-grained egocentric action recognition with multi-modal unsupervised domain adaptation},author={Liu, Xianyuan and Lei, Tao and Jiang, Ping},booktitle={IEEE 6th Information Technology, Networking, Electronic and Automation Control Conference},volume={6},pages={84-90},year={2023},publisher={IEEE},doi={10.1109/ITNEC56291.2023.10082267},}
DSInS
Remote sensing image registration of disaster-affected areas based on deep learning feature matching
Qiang Chen, Fei Song, Xianyuan Liu, and 3 more authors
In SPIE 2nd International Conference on Digital Society and Intelligent Systems, 2023
@inproceedings{chen2023remote,title={Remote sensing image registration of disaster-affected areas based on deep learning feature matching},author={Chen, Qiang and Song, Fei and Liu, Xianyuan and Zhang, Sanxing and Lei, Tao and Jiang, Ping},booktitle={SPIE 2nd International Conference on Digital Society and Intelligent Systems},volume={12599},pages={596-604},year={2023},publisher={SPIE},doi={10.1117/12.2673374},}
2022
CIKM
PyKale: Knowledge-aware machine learning from multiple sources in Python
Haiping Lu, Xianyuan Liu, Robert Turner, and 5 more authors
In Proceedings of the 31st ACM International Conference on Information and Knowledge Management, 2022
@inproceedings{lu2021pykale,title={PyKale: Knowledge-aware machine learning from multiple sources in Python},author={Lu, Haiping and Liu, Xianyuan and Turner, Robert and Bai, Peizhen and Koot, Raivo E and Zhou, Shuo and Chasmai, Mustafa and Schobs, Lawrence},booktitle={Proceedings of the 31st ACM International Conference on Information and Knowledge Management},year={2022},doi={10.1145/3511808.3557676},}
2018
Applied Sciences
Temporal modeling on multi-temporal-scale spatiotemporal atoms for action recognition
Guangle Yao, Tao Lei, Xianyuan Liu, and 1 more author
@article{yao2018temporalmodel,title={Temporal modeling on multi-temporal-scale spatiotemporal atoms for action recognition},author={Yao, Guangle and Lei, Tao and Liu, Xianyuan and Jiang, Ping},journal={Applied Sciences},volume={8},number={10},pages={1835},year={2018},publisher={MDPI},doi={10.3390/app8101835},}
Applied Sciences
Temporal action detection in untrimmed videos from fine to coarse granularity
Guangle Yao, Tao Lei, Xianyuan Liu, and 1 more author
@article{yao2018temporal,title={Temporal action detection in untrimmed videos from fine to coarse granularity},author={Yao, Guangle and Lei, Tao and Liu, Xianyuan and Jiang, Ping},journal={Applied Sciences},volume={8},number={10},pages={1924},year={2018},publisher={MDPI},doi={10.3390/app8101924},}
ICRCA
Action recognition with 3D ConvNet-GRU architecture
Guangle Yao, Xianyuan Liu, and Tao Lei
In Proceedings of the 3rd International Conference on Robotics, Control and Automation, 2018
@inproceedings{yao2018action,title={Action recognition with 3D ConvNet-GRU architecture},author={Yao, Guangle and Liu, Xianyuan and Lei, Tao},booktitle={Proceedings of the 3rd International Conference on Robotics, Control and Automation},pages={208--213},year={2018},doi={10.1145/3265639.3265672},}
ICUIC
Constructing hierarchical spatiotemporal information for action recognition
Guangle Yao, Jiandan Zhong, Tao Lei, and 1 more author
In IEEE 15th International Conference on Ubiquitous Intelligence and Computing, 2018
@inproceedings{yao2018constructing,title={Constructing hierarchical spatiotemporal information for action recognition},author={Yao, Guangle and Zhong, Jiandan and Lei, Tao and Liu, Xianyuan},booktitle={IEEE 15th International Conference on Ubiquitous Intelligence and Computing},pages={596--602},year={2018},doi={10.1109/SmartWorld.2018.00123},}