About Me

I am now a PhD student in Computer Science Department at The Hong Kong University of Science and Technology (HKUST), advised by Prof. Xiaofang Zhou. My current research focuses on enhancing large-scale 3D scene understanding by effectively integrating deep learning models for point cloud processing with the power of advanced Vision-Language Models (VLMs). I am developing novel methods to adapt and transfer knowledge from large pre-trained VLMs (primarily trained on 2D data) to enable robust interpretation of complex 3D environments directly from their native representations (e.g., point clouds). My specific interest lies in improving performance on challenging tasks such as 3D visual grounding involving complex spatial relationships within large, realistic indoor scenes. My broader interests include multimodal representation learning, large data systems, and embodied AI in 3D environments.

News

2024年12月20日 星期五 - 2024秋季学期结束, 所有课程都高分通过, 课程压力大大减少了.
2024年9月4日 星期三 - 2024秋季学期开始，DSF-Spatiotemporal Analytics创建。
2024年7月2日 星期二 - 🎉我们的工作《High-Quality Mesh Blendshape Generation from Face Videos via Neural Inverse Rendering》被ECCV24接收！🎉
2024年6月5日 星期三 - 自从2005年后，HKUSTCSEDB大组的seminar正式恢复了！
2024年5月30日 星期四 - 2024春季学期课程终于结束了！！
2024年5月17日 星期五 - ECCV24的Rebuttal结束！！考试周开启！！

Publications

[1] Ming, X., Li, J., Ling, J., Zhang, L., Xu, F. (2025). High-Quality Mesh Blendshape Generation from Face Videos via Neural Inverse Rendering. In: Leonardis, A., Ricci, E., Roth, S., Russakovsky, O., Sattler, T., Varol, G. (eds) Computer Vision – ECCV 2024. ECCV 2024. Lecture Notes in Computer Science, vol 15128. Springer, Cham. https://doi.org/10.1007/978-3-031-72897-6_7

[2] Li, J., Lyu, L., Shi, J., Zhao, J., Xu, J., Gao, J., He, R., & Sun, Z. (2022). Generating community road network from GPS trajectories via style transfer. Proceedings of the 30th International Conference on Advances in Geographic Information Systems. https://doi.org/10.1145/3557915.3560958

[3] A Semantic Segmentation based POI Coordinates Generating Framework for On-demand Food Delivery Service. In Proceedings of the 29th International Conference on Advances in Geographic Information Systems, pp. 379-388. 2021.

[4] Unclonable Photonic Crystal Hydrogels with Controllable Encoding Capacity for Anti-counterfeiting, ACS Applied Materials & Interfaces 2021, 14, 2369-2380.

[5] Spatial Technology Assessment of Green Space Exposure and Myopia. Ophthalmology. 129. 10.1016/j.ophtha.2021. 07.031.

[6] Factors influencing subspecialty choice among medical students: a systematic review and meta-analysis, BMJ Open Mar 2019, 9 (3) e022097

[7] Acceptance Sampling Plans with Type-I Hybrid Censoring Scheme of Weibull Distribution. Advances in Applied Mathematics.03.184-191.10. 12677/AAM.2014.34027.

Patent

[1]An Unsupervised Method for Trajectory Generating Road Network Based on Style Transfer

[2]A Route Mining Algorithm Based on Track Points

[3]A Method for Enhancing Natural Language Feature Extraction Model using Knowledge Graph