
崔丽莎,女,工学博士,副教授,硕士生导师,中共党员。中国图学学会会员,中国计算机学会会员。主讲本科生《离散数学》、研究生《组合数学》等课程。
教育背景:
2016年获郑州大学计算数学硕士学位,导师:柳朝阳教授。
2020年获郑州大学软件工程博士学位,导师:徐明亮教授。
研究方向:
机器学习、人工智能、多模态大模型、计算机视觉、工业质检、数字图像处理、具身智能等。
学术成果:
近年来主持国家自然科学基金青年项目,中国博士后特别资助项目,参与多项国家自然科学基金和重点研发计划。在IEEE Transactions on Cybernetics、IEEE Transactions on Instrumentation and Measurement、SCIENCECHINA Information Sciences等国内外重要学术期刊会议发表论文20余篇,申请发明专利8件,授权软件著作权7项。
部分代表性成果如下:
[1] 国家自然科学基金青年基金项目:面向工件表面微小缺陷检测的卷积神经网络方法研究,项目编号:62106232,2022.1-2024.12,主持。
[2] 中国博士后科学基金特别资助项目:面向工件表面缺陷检测的算法与软件研究,项目编号:2021TQ0301,2021.8-2025.9,主持。
[3] Lisha Cui, Ming Ma, Chaochao Li, Xiaoheng Jiang, Zhiwen Song, Lijian Fan, and Mingliang Xu*. "A Three-Branch Cross-Modal Interactive Network for RGB-D Salient Defect Detection," IEEE Transactions on Instrumentation and Measurement, doi: 10.1109/TIM.2025.3599282, 2025.
[4] Lisha Cui, Suran Xie, Enqing Chen, Xiaoheng Jiang, Zhiyu Wang, Xunjiang Guo, and Mingliang Xu*. "TAANet: A Task-Aware Attention Network for Weak Surface Defect Detection," IEEE Transactions on Instrumentation and Measurement, vol. 73, pp. 1-12, 2024.
[5] Lisha Cui, Helong Jiao, Tengyue Liu, Chunyan Niu*, Ming Ma, Xiaoheng Jiang, and Mingliang Xu. "LAGNet: A Location-Aware Guidance Network for Weak and Strip Defect Detection. In: Computational Visual Media, " vol 15663, pp 349–368, 2025.
[6] Lisha Cui, Zhiyu Wang, Xiaoheng Jiang, Chaochao Li, Long Deng, Zhenghao Li, and Mingliang Xu*. "DSDNet: A Dual-Branch Network with Semantics and Details Aggregation for Defect Segmentation, " 2024 International Conference on Virtual Reality and Visualization (ICVRV), pp. 178-183, 2024.
[7] Lisha Cui, Pei Lv, Xiaoheng Jiang, Zhimin Gao, Bing Zhou, Luming Zhang, Ling Shao, and Mingliang Xu*. "Context-Aware Block Net for Small Object Detection, " IEEE Transactions on Cybernetics, vol. 52, no. 4, pp. 2300-2313, 2022.
[8] Lisha Cui, Xiaoheng Jiang, Mingliang Xu*, Wanqing Li, Pei Lv, and Bing Zhou. "SDDNet: A Fast and Accurate Network for Surface Defect Detection," IEEE Transactions on Instrumentation and Measurement, vol. 70, pp. 1-13, 2021.
[9] Lisha Cui, Rui Ma*, Pei Lv, Xiaoheng Jiang, Zhimin Gao, Bing Zhou, and Mingliang Xu."MDSSD: Multi-scale Deconvolutional Single Shot Detector for Small Objects," SCIENCE CHINA-Information Sciences, 63(2): 120113, 2020.
[10] 崔丽莎, 宋志文, 姜晓恒, 马鑫, 陈恩庆, 徐明亮*. 基于边界和语义感知的表面缺陷分割网络[J]. 图学学报, 46(3): 578-587, 2025.
招生信息:
课题组有智能集群系统教育部工程研究中心等省部级科研平台,科研经费充足,算力资源充裕!欢迎对机器学习、人工智能、多模态大模型、计算机视觉、工业质检、数字图像处理、具身智能等方向感兴趣的同学加入!
联系方式:ielscui@zzu.edu.cn。