梁军

职称：讲师

华南师范大学软件学院

Email: liangjun@scnu.edu.cn

个人简介

  梁军，男，硕导，博士毕业于中山大学计算机科学与技术专业，研究方向是机器学习、图论算法等。近年来主持/参与了多项科研项目，包括国家重点研发计划项目、广东省基础与应用基础联合基金重点项目、广东省基础与应用基础研究基金区域联合基金、广东省博士启动项目、广东省普通高校特色创新项目、佛山市高等教育高层次人才项目等。以第一作者/通讯作者发表论文20余篇，其中SCI/EI/中文核心收录19篇。

  主页：https://www.scholat.com/liangjun

研究领域

机器学习、图论算法，模型构建

代表性论文

[1] H. Su, M. Han, J. Liang, J. Liang* and S. Yu. Deep Supervised Hashing with Hard Example Pairs Optimization for Image Retrieval[J].The Visual Computer, 2022: 1-16. (SCI)

[2] Y. Hou, J. Su, J. Liang*, et al. A stroke image recognition model based on 3D residual network and attention mechanism[J]. Journal of Intelligent & Fuzzy Systems, 2022, 43(4), 5205-5214.(SCI)

[3] J. Liang, F. Xu and S. Yu*. A Multi-scale Semantic Attention Representation for Multi-Label Image Recognition with Graph Networks[J]. Neurocomputing, 2022, 491: 14-23.(SCI)

[4] S. Yu, Z. Lin, J. Liang*, et al. Sketch Works Ranking Based on Improved Transfer Learning Model [J]. Multimedia Tools and Applications, 2021， 80(25),33663-33678. (SCI)

[5] J. Liang, Z. Zeng, S. Yu*,et al. An Improved Chinese Text Classification Ensemble Model[C]//Proceedings of the 2021 5th International Conference on Digital Signal Processing, 2021: 332-336.(EI，ACM库)

[6] J. Liang*, D. Lou and Z. Zhang. The cubic graphs with finite cyclic vertex connectivity larger than girth[J]. Discrete Mathematics, 2021, 344(2): 112197.(SCI)

[7] J. Liang，Q. Liu, N. Nie, B. Zeng and Z. Zhang*. An Improved Algorithm based on KNN and Random Forest [C] // The 3rd International Conference on Computer Science and Application Engineering (CSAE 2019), 2019: 74. (EI, ACM库)

[8] J. Liang, D. Lou*, Z. Qin and Q. Yu. A polynomial algorithm determining cyclic vertex connectivity of 4-regular graphs [J]. Journal of Combinatorial Optimization, 2019, 38(2): 589-607. (SCI)

[9] J. Liang and D. Lou*. A polynomial algorithm determining cyclic vertex connectivity of k-regular graphs with fixed k [J]. Journal of Combinatorial Optimization, 2019, 37(3): 1000-1010. (SCI)

[10] J. Liang, D. Lou* and Z. Zhang. A polynomial time algorithm for cyclic vertex connectivity of cubic graphs[J].International Journal of Computer Mathematics, 2017, 94(7): 1501-1514. (SCI)

代表性项目

1. 2022-2025广东省基础与应用基础研究基金区域联合基金—地区培育项目，基于细粒度图像分类的多场景跨域应用研究，主持，在研

2. 2018-2021广东省自然科学基金博士科研启动项目，圈点（边）连通度的基础理论及其算法研究，主持，结题

3. 2021-2024 广东省基础与应用基础研究基金联合基金重点项目，陶瓷墙地砖分级分色高速在线视觉检测的AI 模型及算法研究，参与，在研