梁亚倩

职位：讲师

学历：博士研究生

学科：计算机科学与技术

研究领域或方向：三维网格模型处理与分析、深度学习、人工智能辅助口腔正畸

邮箱：liangyaqian@tyut.edu.cn

职称：讲师

个人简介
主要成果

【学习经历】
2014-09至2018-07，太原理工大学，计算机科学与技术学院物联网工程专业，本科
2018-09至2023-07，武汉大学，计算机学院计算机科学与技术专业，博士
【工作经历】
2023-07至2025-07，清华大学，计算机系，博士后
2025-08至今，太原理工大学，计算机科学与技术学院，讲师
科研项目：
[1] 国家自然科学基金青年科学基金项目（C类），面向智能口腔正畸的排牙方案自动生成模型与可解释性分析研究，2026-1至2028-12，主持。
[2] 中国博士后科学基金75批面上资助，面向口腔正畸的三维牙颌模型智能排牙方案深度生成方法与可解释性分析研究，结题，主持。
[3] 北京市医院管理中心，“扬帆”计划，临床技术创新项目，ZLRK202330，人工智能辅助正畸治疗并发症风险评估系统，2023-01至2025-12，参与。
[4] 国家自然科学基金委员会，国际（地区）合作与交流项目，62461160309，开放世界混合自治系统的人类反馈建模、感知、学习和交互关键技术研究，2025-01至2028-12，参与。

论文：
[1]Liang Yaqian, He Fazhi, Li Haoran. An asymmetric and optimized encryption method to protect the confidentiality of 3D mesh model[J]. Advanced Engineering Informatics, 2019, 42:100963.
[2]Liang Yaqian He Fazhi, Zeng Xiantao. 3D mesh simplification with feature preservation based on Whale Optimization Algorithm and Differential Evolution[J]. Integrated Computer Aided Engineering, 2020, 27(4):417-435.
[3] Liang Yaqian, He Fazhi, Zeng Xiantao，Luo Jinkun. An improved loop subdivision to coordinate the smoothness and the number of faces[J]. Integrated Computer Aided Engineering. 2022, 29(1): 23-41
[4] Liang Yaqian, Zhao Shanshan, Yu Baosheng, Zhang Jing, He Fazhi. MeshMAE: Masked Autoencoders for 3D Mesh Data Analysis[C]//ECCV 2022: 37-54.
[5] Liang Yaqian, He Fazhi , Zeng Xiantao, Yu Baosheng. Feature-Preserved Convolutional Neural Network for 3D Mesh Recognition [J]. Applied Soft Computing. 2022, 128:109500.
[6] Liang Yaqian, He Fazhi, Fan Bo, Tang Wei. MeshCL: Towards robust 3D mesh analysis via contrastive learning[J]. Advanced Engineering Informatics, 2024, 60:102439.
[7] Lei Changsong, Xia Mengfei, Wang Shaofeng, Liang Yaqian* Yi Ran, Wen Yuhui, Liu Yong-Jin*. Automatic tooth arrangement with joint features of point and mesh representations via diffusion probabilistic models[J]. Computer Aided Geometric Design, 2024, 111: 102293.
[8] Wang Shaofeng, Lei Changsong, Liang Yaqian*, Sun Jun, Xie Xianju*, Wang Yajie, Zuo Feifei, Bai Yuxin, Li Song, and Liu Yong-Jin*. A 3D dental model dataset with pre/post-orthodontic treatment for automatic tooth alignment. Scientific Data, 2024, 11(1):1277.
[9] Lei Changsong, Liang Yaqian*, Wang Shaofeng, Dai Jiajia, Yong-Jin Liu*. TeethGenerator: A two-stage framework for paired pre- and post-orthodontic 3D dental data generation. ICCV, 2025.