EN
领导简介
INTRODUCTION OF LEADERSHIP
郑元杰,泰山学者,教授(二级),博士生导师,山东师范大学研究生院院长、信息科学与工程学院院长,山东省教育大数据发展创新实验室主任,“智能信息计算与安全”“十三五”山东省高校重点实验室主任。2006年博士毕业于上海交通大学(曾在微软亚洲研究院实习多年),后赴美国常春藤名校宾西法尼亚大学(宾大)等高校从事研究工作,期间分别担任博士后研究员、资深研究员(Senior Research Investigator)及宾大视觉研究中心图像分析技术首席专家(Primary Technical Lead)。
主要从事人工智能、计算机视觉、医学图像分析等领域的研究。在IEEE TPAMI(影响因子:24.31;人工智能领域影响因子排名第一)等顶级期刊及IEEE CVPR(谷歌学术影像力排名第5)、ICCV、MICCAI、IPMI等知名国际会议上发表学术论文113篇,文章入选高被引论文(单篇SCI引用次数超过1600次次),论文获美国医学物理学会封面论文奖。主持国家自然科学基金面上项目及山东省重大基础研究项目,以第一完成人身份获山东省科技进步二等奖。
现担任山东省计算机学会副理事长、山东省人工智能学会常务理事、山东软件行业产教联盟副理事长、CCF济南分部执委。曾担任国际知名期刊《Medical Physics》副主编,曾担任美国弗罗里达州卫生部(DOH)与荷兰科学研究组织(NWO)等机构基金申请评审人,现担任IEEE TPAMI、MedIA、IEEE TMI、IEEE TBME等40多个国际期刊审稿人。曾担任国际知名会议MMBIA宣传主席,担任国际会议MICS大会指导委员、程序委员会主席等职位。
荣获“山东省优秀研究生指导教师”、“山东教育系统优秀共产党员”、“山东省留学人员回国创业奖”、“齐鲁最美青年提名奖”、“山东师范大学杰出青年”等荣誉称号,其团队荣获山师首届研究生“五导”卓越导学团队称号。
联系邮箱:yjzheng AT sdnu.edu.cn
代表性期刊文章:
[1] Yuanjie Zheng, Xiaodan Sui, Yanyun Jiang, Tongtong Che, Shaoting Zhang, Jie Yang, Hongsheng Li, “SymReg-GAN Symmetric Image Registration with Generative Adversarial Networks”, IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021.
[2] Jianbo Liu, Junjun He, Yuanjie Zheng, Shuai Yi, Xiaogang Wang, and Hongsheng Li. "A Holistically-Guided Decoder for Deep Representation Learning with Applications to Semantic Segmentation and Object Detection." IEEE Transactions on Pattern Analysis and Machine Intelligence (2021).
[3] Tongtong Che , Yuanjie Zheng , Yunshuai Yang, Sujuan Hou ,Weikuan Jia,Jie Yang ,Chen Gong , ”SDOF-GAN: Symmetric Dense Optical Flow Estimation With Generative Adversarial Networks”, IEEE Transactions on Image Processing, 2021, 30: 6036-6049.
[4] Yuanjie Zheng, Yunshuai Yang, Tongtong Che, Sujuan Hou, Wenhui Huang, Yue Gao, and Ping Tan. "Image Matting With Deep Gaussian Process." IEEE Transactions on Neural Networks and Learning Systems (2022).
[5] Rong Chen, Yuanjie Zheng, Erika Nixon, and Edward H. Herskovits. "Dynamic network model with continuous valued nodes for longitudinal brain morphometry." Neuroimage 155 (2017): 605-611.
[6] Yuanjie Zheng, Yu Wang, Wanzhen Jiao, Sujuan Hou, Yanju Ren, Maoling Qin, Dewen Hou et al. "Joint alignment of multispectral images via semidefinite programming." Biomedical Optics Express 8, no. 2 (2017): 890-901.
[7] Jianwei Lin, Yuanjie Zheng, Wanzhen Jiao, Bojun Zhao, Shaoting Zhang, James Gee, and Rui Xiao. "Groupwise registration of sequential images from multispectral imaging (MSI) of the retina and choroid." Optics Express 24, no. 22 (2016): 25277-25290.
[8] Fang Yan, Yuanjie Zheng*,Jinyu Cong, Liu Liu, Dacheng Tao, Sujuan Hou,” Solving Jigsaw Puzzles via Nonconvex Quadratic Programming with the Projected Power Method”, IEEE Transactions on Multimedia, 2020.
[9] Yunlong He, Wanzhen Jiao, Yunfeng Shi, Jian Lian, Bojun Zhao, Wei Zou, Yuemin Zhu, and Yuanjie Zheng. "Segmenting diabetic retinopathy lesions in multispectral images using low-dimensional spatial-spectral matrix representation." IEEE journal of biomedical and health informatics 24, no. 2 (2019): 493-502.
[10] Jingqi Song, Yuanjie Zheng, Chenxi Xu, Zhenxing Zou, Guocheng Ding, and Wenhui Huang. "Improving the classification ability of network utilizing fusion technique in contrast‐enhanced spectral mammography." Medical physics 49, no. 2 (2022): 966-977.
代表性会议文章:
[1] Yanyun Jiang, Yuanjie Zheng, Weikuan Jia, Sutao Song, and Yanhui Ding. "Synthesis of Contrast-Enhanced Spectral Mammograms from Low-Energy Mammograms Using cGAN-Based Synthesis Network." In International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), pp. 68-77. Springer, Cham, 2021.
[2] Tongtong Che, Yuanjie Zheng, Xiaodan Sui, Yanyun Jiang, Jinyu Cong, Wanzhen Jiao, Bojun Zhao,' DGR-Net: Deep Groupwise Registration of Multispectral Images' , in The 26th international conference on Information Processing in Medical Imaging (IPMI).
[3] Fang Yan, Jia Cui, Yu Wang, Hong Liu, Hui Liu, Benzheng Wei, Yilong Yin, and Yuanjie Zheng, ' Deep Random Walk for Drusen Segmentation from Fundus Images', in MICCAI (2018).
[4] Wang, Yu, Yi Niu, Peiyong Duan, Jianwei Lin, and Yuanjie Zheng. "Deep Propagation Based Image Matting." In IJCAI, vol. 3, pp. 999-1006. 2018.
[5] Jing Wang, Yuanjie Zheng, Jingqi Song, and Sujuan Hou. "Cross-View Representation Learning for Multi-View Logo Classification with Information Bottleneck." In Proceedings of the 29th ACM International Conference on Multimedia (ACM MM), pp. 4680-4688. 2021.