郑钰山，副教授
医学科学与工程学院/生物医学高精尖创新中心
北航教师个人主页：shi.buaa.edu.cn/zhengyushan
电子邮箱：yszheng@buaa.edu.cn
【教育背景】
2015年9月 - 2019年1月 北京航空航天大学 宇航学院 博士
2012年9月 - 2015年9月 北京航空航天大学 宇航学院 硕士
2008年9月 - 2012年9月 北京航空航天大学 宇航学院 本科
【工作经历】
2019年1月 - 2021年12月 北京航空航天大学 生物医学高精尖创新中心 博士后
【研究领域】
医学图像处理、数字病理、图像处理与模式识别、深度学习
【代表性科研项目】
[1] 国家自然科学基金青年项目“数字病理全切片图像检索与癌症辅助诊断方法研究” (No. 61901018)， 2020-2022，主持
[2] 中国博士后科学基金面上项目“大规模病理全切片图像检索与辅助诊断方法研究” (No. 2019M650446)，2019-2021, 主持
【代表性论著】
[1] Zheng, Yushan*, Jun Li, Jun Shi, Fengying Xie, and Zhiguo Jiang, Kernel Attention Transformer (KAT) for Histopathology Whole Slide Image Classification, MICCAI, 2022.
[2] Jun Li, Yushan Zheng*, Kun Wu, Jun Shi, Fengying Xie, Zhiguo Jiang, Lesion-Aware Contrastive Representation Learning for Histopathology Whole Slide Images Analysis, MICCAI, 2022.
[3] Zheng, Yushan, Zhiguo Jiang*, Jun Shi*, Fengying Xie, Haopeng Zhang, Wei Luo, Dingyi Hu, Shujiao Sun, Zhongmin Jiang, Chenghai Xue. 2022. “Encoding Histopathology Whole Slide Images with Location-Aware Graphs for Diagnostically Relevant Regions Retrieval.” Medical Image Analysis 76: 102308.
[4] Zheng, Yushan, Zhiguo Jiang*, Fengying Xie, Jun Shi, Haopeng Zhang, Jianguo Huai, Ming Cao, and Xiaomiao Yang. 2021. “Diagnostic Regions Attention Network (DRA-Net) for Histopathology WSI Recommendation and Retrieval.” IEEE Transactions on Medical Imaging 40 (3): 1090–1103.
[5] Zheng, Yushan, Zhiguo Jiang*, Haopeng Zhang, Fengying Xie, Dingyi Hu, Shujiao Sun, Jun Shi, and Chenghai Xue. 2021. “Stain Standardization Capsule for Application-Driven Histopathological Image Normalization.” IEEE Journal of Biomedical and Health Informatics 25 (2): 337–47.
[6] Zheng, Yushan*, Zhiguo Jiang, Haopeng Zhang, Fengying Xie, and Jun Shi. 2020. “Tracing Diagnosis Paths on Histopathology WSIs for Diagnostically Relevant Case Recommendation.” In MICCAI 2020, 459–69.
[7] Zheng, Yushan*, Bonan Jiang, Jun Shi, Haopeng Zhang, and Fengying Xie. 2019. “Encoding Histopathological WSIs Using GNN for Scalable Diagnostically Relevant Regions Retrieval.” In MICCAI 2019, 550–58.
[8] Zheng, Yushan, Zhiguo Jiang*, Haopeng Zhang, Fengying Xie, Jun Shi, and Chenghai Xue. 2019. “Adaptive Color Deconvolution for Histological WSI Normalization.” Computer Methods and Programs in Biomedicine 170: 107–20.
[9] Zheng, Yushan, Zhiguo Jiang, Haopeng Zhang*, Fengying Xie, Yibing Ma, Huaqiang Shi, and Yu Zhao. 2018. “Histopathological Whole Slide Image Analysis Using Context-Based CBIR.” IEEE Transactions on Medical Imaging 37 (7): 1641–52.
[10] Zheng, Yushan, Zhiguo Jiang*, Haopeng Zhang, Fengying Xie, Yibing Ma, Huaqiang Shi, and Yu Zhao. 2018. “Size-Scalable Content-Based Histopathological Image Retrieval from Database That Consists of WSIs.” IEEE Journal of Biomedical and Health Informatics 22 (4): 1278–87.
[11] Zheng, Yushan, Zhiguo Jiang, Fengying Xie*, Haopeng Zhang, Yibing Ma, Huaqiang Shi, and Yu Zhao. 2017. “Feature Extraction from Histopathological Images Based on Nucleus-Guided Convolutional Neural Network for Breast Lesion Classification.” Pattern Recognition 71: 14–25.
