Ø 个人简介
田星,华南师范大学人工智能学院“青年拔尖”副教授,硕士生导师。分别于2014年和2019年获得华南理工大学计算机科学与技术专业学士学位和博士学位(导师:吴永贤教授)。博士期间,于2017年获得国家留学基金委(China Scholarship Council,CSC)资助,公派英国奥斯特大学学术访问一年(合作导师:王晖教授)。博士毕业后,前往香港城市大学计算机系担任助理研究员(合作导师:邝得互教授,IEEE Fellow)。2020年-2023年于华南理工大学从事博士后科研工作(合作导师:陈俊龙教授,IEEE Fellow)。以第一或通信作者身份在IEEE Transactions on Cybernetics(中科院一区Top,影响因子19.118),IEEE Transactions on Multimedia(中科院一区Top,影响因子8.182),Neurocomputing(中科院二区Top,影响因子5.779),TBD(中科院二区,影响因子4.271)等人工智能领域知名国际期刊和会议上发表学术论文30余篇,其中SCI期刊论文16篇,发表论文总影响因子超过160。
主持国家自然科学基金青年基金项目1项,博士后科学基金面上项目1项,参与国家自然科学基金面上项目及其它省部级科研项目多项。与贝尔法斯特女王大学、威尼斯大学、阿尔伯塔大学、香港城市大学、华南理工大学等高校团队保持长期深入的合作关系。
担任IEEE SMC协会广州分会秘书,且担任IEEE Transactions on Cybernetics,IEEE Transactions on Image Processing,IEEE Transactions on Neural Networks and Learning Systems和IEEE Transactions on Medical Imaging等多个国际期刊审稿人。
目前主要研究方向为:多媒体信息检索、半监督学习、增量式学习、深度学习,及相关方法在现实生活中的应用研究。
本人已协助指导博士生2名、硕士生6名及本科生多名,具有较为丰富的学生培养经验,部分学生已在IEEE Transactions on Cybernetics和IEEE Transactions on Multimedia等高水平期刊发表论文。欢迎计算机相关专业本科同学加入团队进行科研!本人目前正在招收硕士研究生,欢迎对科研感兴趣的同学与我联系(x.tian@scnu.edu.cn)!让我们共同努力!
Ø 教育背景
2014/09-2019/06 华南理工大学 计算机科学与工程学院 博士 导师:吴永贤教授
2010/09-2014/07 华南理工大学 计算机科学与工程学院 学士
Ø 工作经历
2023/03-至今 华南师范大学 人工智能学院副教授
2020/01-2023/03 华南理工大学 计算机科学与工程学院 博士后 导师:陈俊龙教授(IEEE Fellow)
2019/08-2020/01 香港城市大学 计算机系 助理研究员 导师:邝得互教授(IEEE Fellow)
2017/09-2018/09 英国奥斯特大学 计算机学院 访问学者 导师:王晖教授
Ø 研究领域
多媒体信息检索、半监督学习、增量式学习、深度学习,及相关方法在现实生活中的应用研究
Ø 期刊论文
[1]Xing Tian, Wing W. Y. Ng*, Huihui Xu. Deep Incremental Hashing for Semantic Image Retrieval with Concept Drift. IEEE Transactions on Big Data , Institute of Electrical and Electronics Engineers (IEEE), 2023: 1--13
[2]Yuxiang Yang, Xing Tian*, Wing W. Y. Ng*, Ying Gao. Knowledge Distillation Hashing for Occluded Face Retrieval. IEEE Transactions on Multimedia , Institute of Electrical and Electronics Engineers (IEEE), 2023: 1--12
[3]Si-chao Lei, Xing Tian, Wing W.Y. Ng, Yue-Jiao Gong. Length adaptive hashing for semi-supervised semantic image retrieval. Multimedia Tools and Applications , Springer Science and Business Media LLC, 2023
[4]Yuxiang Yang, Xing Tian*, Wing W. Y. Ng*, Ran Wang, Ying Gao, Sam Kwong. Generative face inpainting hashing for occluded face retrieval. International Journal of Machine Learning and Cybernetics , Springer Science and Business Media LLC, [5]Qihua Li, Xing Tian*, Wing W.Y. Ng*, Marcello Pelillo. Hashing-based affinity matrix for dominant set clustering. Neurocomputing , Elsevier BV, 2022, 501: 544--554
[6]Qihua Li, Xing Tian*, Wing W. Y. Ng*, Sam Kwong. Recent development of hashing-based image retrieval in non-stationary environments. International Journal of Machine Learning and Cybernetics , Springer Science and Business Media LLC, 2022, 13(12): 3867--3886
[7]Wing W. Y. Ng, Shichao Xu, Jianjun Zhang*, Xing Tian*, Tongwen Rong, Sam Kwong. Hashing-Based Undersampling Ensemble for Imbalanced Pattern Classification Problems. IEEE Transactions on Cybernetics , Institute of Electrical and Electronics Engineers (IEEE), 2022, 52(2): 1269--1279
[8]Xing Tian, Wing W. Y. Ng*, Hui Wang. Concept Preserving Hashing for Semantic Image Retrieval With Concept Drift. IEEE Transactions on Cybernetics , Institute of Electrical and Electronics Engineers (IEEE), 2021, 51(10): 5184--5197
[9]Wing W. Y. Ng, Jiayong Li, Xing Tian*, Hui Wang. Bit-wise attention deep complementary supervised hashing for image retrieval. Multimedia Tools and Applications , Springer Science and Business Media LLC, 2021, 81(1): 927--951
[10]Xing Tian, Wing W. Y. Ng*, Hui Wang, Sam Kwong. Complementary Incremental Hashing With Query-Adaptive Re-Ranking for Image Retrieval. IEEE Transactions on Multimedia , Institute of Electrical and Electronics Engineers (IEEE), 2021, 23: 1210--1224
[11]Wing W.Y. Ng, Jiayong Li, Xing Tian*, Hui Wang, Sam Kwong, Jonathan Wallace. Multi-level supervised hashing with deep features for efficient image retrieval. Neurocomputing , Elsevier BV, 2020, 399: 171--182
[12]Wing W. Y. Ng, Xiaoxia Jiang, Xing Tian*, Marcello Pelillo, Hui Wang, Sam Kwong. Incremental hashing with sample selection using dominant sets. International Journal of Machine Learning and Cybernetics , Springer Science and Business Media LLC, 2020, 11(12): 2689--2702
[13]Xing Tian, Xiancheng Zhou, Wing W.Y. Ng*, Jiayong Li, Hui Wang. Bootstrap dual complementary hashing with semi-supervised re-ranking for image retrieval. Neurocomputing , Elsevier BV, 2020, 379: 103--116
[14]Wing W. Y. Ng, Xing Tian*, Witold Pedrycz, Xizhao Wang, Daniel S. Yeung. Incremental Hash-Bit Learning for Semantic Image Retrieval in Nonstationary Environments. IEEE Transactions on Cybernetics , Institute of Electrical and Electronics Engineers (IEEE), 2019, 49(11): 3844--3858
[15]Jiayong Li, Wing W. Y. Ng, Xing Tian*, Sam Kwong, Hui Wang. Weighted multi-deep ranking supervised hashing for efficient image retrieval. International Journal of Machine Learning and Cybernetics , Springer Science and Business Media LLC, 2019, 11(4): 883--897
[16]Wing W.Y. Ng, Xiancheng Zhou, Xing Tian*, Xizhao Wang, Daniel S. Yeung. Bagging extendashboosting-based semi-supervised multi-hashing with query-adaptive re-ranking. Neurocomputing , Elsevier BV, 2018, 275: 916--923
[17]Wing W. Y. Ng, Xing Tian*, Yueming Lv, Daniel S. Yeung, Witold Pedrycz. Incremental Hashing for Semantic Image Retrieval in Nonstationary Environments. IEEE Transactions on Cybernetics , Institute of Electrical and Electronics Engineers (IEEE), 2016: 1--13
Ø 会议论文
[1]Xiaoxia Jiang, Wing W.Y. Ng, Xing Tian*, Sam Kwong, Hui Wang. Incremental Hashing with Undersampling. 2019 IEEE International Conference on Systems, Man and Cybernetics (SMC) , IEEE, 2019
[2]Xing Tian, Wing W.Y. Ng*, Hui Wang. Incremental Hashing with Dynamic Semantic Pool. 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC) , IEEE, 2018
[3]Wing W.Y. Ng, Sichao Lei, Xing Tian*. Two-Layer Localized Sensitive Hashing with Adaptive Re-Ranking. 2018 International Conference on Wavelet Analysis and Pattern Recognition (ICWAPR) , IEEE, 2018
[4]Wing W. Y. Ng, Xiancheng Zhou, Xing Tian*. Bootstrap dual complementary hashing for large scale image retrieval. 2017 Seventh International Conference on Information Science and Technology (ICIST) , IEEE, 2017
[5]Tian Xing, Wing W.Y. Ng*. Semi-supervised online hashing. 2016 International Conference on Machine Learning and Cybernetics (ICMLC) , IEEE, 2016
Ø 荣誉奖项
2020/07 获得ACM广州分会优秀博士学位论文奖
2017/09 获得China Scholarship Council (CSC)国家留学基金委资助公派留学
Ø 联系方式
Email:x.tian@scnu.edu.cn