郑元杰,泰山学者,教授(二级),博士生导师,山东师范大学党委常委、副校长,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4)、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3000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一等奖和二等奖各1项。
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:[email protected]
代表性期刊文章:
[1] Zeyuan Chen, Yuanjie Zheng, and James C. Gee. "TransMatch: A Transformer-based Multilevel Dual-Stream Feature Matching Network for Unsupervised Deformable Image Registration." IEEE Transactions on Medical Imaging (2023).
[2] Junxia Wang, Yuanjie Zheng, Jun Ma, Xinmeng Li, Chongjing Wang, James Gee, Haipeng Wang, and Wenhui Huang. "Information bottleneck-based interpretable multitask network for breast cancer classification and segmentation." Medical Image Analysis 83 (2023): 102687.
[3] 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.
[4] 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).
[5] 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.
[6] 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).
[7] 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.
[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.