余锦华
生物医学工程中心
职称：教授、博导
职务：
电子邮件：jhyu@fudan.edu.cn
办公地点：江湾校区交叉二号楼B5017室
电话：
课题组主页：http://ee.fudan.edu.cn/Data/View/811





研究兴趣
学术任职
获奖情况
学习工作经历
授课情况
代表性论文或专著

· 医学信号处理（深度学习，医疗影像大数据，影像组学，医学影像处理）
· 人工智能辅助诊断（基于磁共振、超声、CT的人工智能辅助诊断系统）
· 医学超声成像（成像原理、方法，非线性超声成像）
主持项目：
国家自然科学基金重大研究计划**
国家自然科学基金面上项目**
上海市科技创新行动计划**
国家重点基础研究发展计划2015CB755500项目PI
国家自然科学基金青年项目**
上海市浦江人才计划12PJ**
教育部博士点基金019
复旦大学专用集成电路与系统国家重点实验室自主课题面上课题11MS007

招生方向：
博士：生物医学工程 专业学位工程博士
硕士：生物医学工程 电路与系统 专业学位工程硕士


中国仪器仪表学会副主任委员
中国生物医学工程学会青年委员会委员
中国声学学会委员
中国生物医学工程学会委员
上海生物医学工程学会委员

2019中国生物医学工程竞赛一等奖
2018复旦大学信息科学与工程学院“院长奖”
2017中国生物医学工程会议优秀论文奖
2015仪器仪表学会优秀论文奖
2015年上海市自然科学三等奖
2014年信息学院优秀工作者
2013年信息学院二等奖教金
2012入选浦江人才计划
2011国际无线电联盟授予Young Scientist Award
2009年复旦大学优秀博士论文奖

2015.12 -:复旦大学电子工程系教授 博导
2011.2 至 2015.11 : 复旦大学电子工程系副研究员
2008.7 至 2010.8: University of Missouri博士后研究员
2008.6: 获复旦大学医学电子学专业博士学位
2003.6: 获云南大学通信与信息系统专业硕士学位
2000.6: 获云南大学电子学与信息系统专业学士学位

本科生课程：概率、数理统计与随机过程（卓越工程师班）， 医学超声技术
研究生课程：系统匹配与连接
博士生课程：信号、图像处理及其在医学中应用


部分论文（*通讯作者）：
1. Jinhua Yu, Yinhui Deng, Tongtong Liu, Jin Zhou, Xiaohong Jia, Tianlei Xiao, Shichong Zhou, Jiawei Li, Yi Guo, Yuanyuan Wang, Jianqiao Zhou, Cai Chang. Lymph node metastasis prediction of papillary thyroid carcinoma based on transfer learning radiomics. Nature Communication, 2020, 11: 4807, 10 pages.
2. Xueyi Zheng^#, Zhao Yao^#, Yini Huang^#, Yanyan Yu^#, Yun Wang, Yubo Liu, Rushuang Mao, Fei Li, Yang Xiao, Yuanyuan Wang, Yixin Hu, Jinhua Yu*, Jianhua Zhou*. Deep learning radiomics can predict axillary lymph node status in early-stage breast cancer. Nature Communication, 2020, 11: 1236, 9 pages.
3. Yang Xiao, Congzhi Wang, Yang Sun, Xiangnan Zhang, Ligang Cui, Jinhua Yu*, Hairong Zheng*. Quantitative estimation of passive elastic properties of individual skeletal muscle in vivo using normalized elastic modulus-length curve. IEEE Trans. Biomedical Engineering, 2020, Early Access.
4. Huigao Luo, Qiyuan Zhuang, Yuanyuan Wang, Aibaidula Abudumijiti, Kuangyu Shi, Axel Rominger, Hong Chen, Zhong Yang, Vanessa Tran, Guoqing Wu, Zeju Li, Zhen Fan, Zengxin Qi, Yuxiao Guo, Jinhua Yu*, Zhifeng Shi*. A novel image signature-based radiomics method to achieve precise diagnosis and prognostic stratification of gliomas. Laboratory Investigation, 2020, doi.org/10.1038/s41374-020-0472-x.
5. Jixian Lin, Xutong Li, Guoqing Wu, Xi Chen, Yingfeng Wang, Hao Wang, Bin Song, Jinhua Yu*, Jing Zhao*. White matter high signals interfere with noncontrast computed tomography in the early identification of cerebral infarction. Cerebrovascular Diseases, 2020, DOI: 10.1159/, 9 pages.
6. Ping Chen, Yunqi Chen, Yinhui Deng, Yuanyuan Wang, Ping He, Xiaoli Lv, Jinhua Yu*. A preliminary study to quantitatively evaluate the development of maturation degree for fetal lung based on transfer learning deep model from ultrasound images. International Journal of Computer Assisted Radiology and Surgery, 2020, 15:1407-1415.
7. Yuan Gao^#, Yingchao Liu^#, Yuanyuan Wang*, Zhifeng Shi, Jinhua Yu*. A universal intensity standardization method based on a many-to-one weak-paired cycle generative adversarial network for magnetic resonance images. IEEE transactions on medical imaging, 2019, 38(9): 2059-2069.
8. Zeju Li^#, Jinhua Yu^#, Yuanyuan Wang*, Hanzhang Zhou, Haowei Yang, Zhongwei Qiao*. DeepVolume: Brain structure and spatial connection-aware network for brain MRI super-resolution. IEEE transactions on Cybernetics, 2019, early access. 10.1109/TCYB.2019.**.
9. Jiaqi Gu, Zeju Li, Yuanyuan Wang, Haowei Yang, Zhongwei Qiao*, Jinhua Yu*. Deep generative adversarial networks for thin-section infant MR image reconstruction. IEEE Access, 2019, 7: 68290-68304.
10. Guoqing Wu, Jixian Lin, Xi Chena, Zeju Li, Yuanyuan Wang*, Jing Zhao*, Jinhua Yu*. Early identification of ischemic stroke in noncontrast computed tomography. Biomedical Signal Processing and Control, 2019, 52: 41-52.
11. Xi Chen^#, Yusheng Tong^#, Zhifeng Shi, Hong Chen, Zhong Yang, Yuanyuan Wang, Liang Chen*, Jinhua Yu*. Noninvasive molecular diagnosis of craniopharyngioma with MRI-based radiomics approach. BMC Neurology, 2019(19): 11 pages.
12. Tongtong Liu^#, Shichong Zhou^#, Jinhua Yu*, Yi Guo*, Yuanyuan Wang, Jin Zhou, Cai Chang. Prediction of lymph node metastasis in patients with papillary thyroid carcinoma: a radiomics method based on preoperative ultrasound images. Technology in Cancer Research & Treatment, 2019, (18):1-13.
13. Xiudong Shi, Wen Ye, Fengjun Liu, Rengyin Zhang, Qinguo Hou, Chunzi Shi, Jinhua Yu* and Yuxin Shi. Ultrasonic liver steatosis quantification by a learning-based acoustic model from a novel shear wave sequence. BioMedical Engineering OnLine, 2019, 18:121.
14. Ruoyao Wang^#, Zhenghan Fang^#, Jiaqi Gu, Shicong Zhou, Yuanyuan Wang*, Cai Chang, Jinhua Yu*. High-resolution image reconstruction for protable ultrasound imaging devices. EURASIP Journal on Advances in Signal Processing, 2019, 56, 12 pages.
15. He Zhang^#, Yunfei Mao^#, Xiaojun Chen, Guoqing Wu, Xuefen Liu, Peng Zhang, Yu Bai, Pengcong Lu, Weigen Yao, Yuanyuan Wang, Jinhua Yu*, Guofu Zhang*. Magnetic resonance imaging radiomics in categorizing ovarian masses and predicting clinical outcome: a preliminary study. 2019, 1-14.
16. Liyun Xue^#, Zhuoyun Jiang^#, Tiantian Fu, Qingmin Wang, Yuli Zhu, Meng Dai, Wenping Wang, Jinhua Yu*, Hong Ding*. Transfer Learning Radiomics Based on Multimodal Ultrasound Imaging for Staging Liver Fibrosis. European Radiology, 2019.
17. Yi Dong^#, Qingmin Wang^#, Qian Li, Leyin Li, Qi Zhang, Zhao Yao, Meng Dai, Jinhua Yu*, Wenping Wang*. Preoperative prediction of microvascular invasion of hepatocellular carcinoma: Radiomics algorithm based on ultrasound original radio frequency signals. Front. Oncol, 2019(9):1203 pages.
18. Guoqing Wu, Yinsheng Chen, Yuanyuan Wang*, Jinhua Yu*, Xiaofei Lv, Xue Ju, Zhifeng Shi, Liang Chen, Zhongping Chen. Sparse representation-based radiomics for the diagnosis of brain tumors. IEEE Transactions on Medical Imaging, 2018, 37(4): 893-905.
19. Tongtong Liu^#, Xifeng Ge^#, Jinhua Yu*, Yi Guo, Yuanyuan Wang, Wenping Wang, Ligang Cui*. Comparison of the Application of B-Mode and Strain Elastography Ultrasound in the Estimation of Lymph Node Metastasis of Papillary Thyroid Carcinoma based on a Radiomics Approach. International Journal of Computer Assisted Radiology and Surgery, 2018, 13: 1617-1627.
20. Guoqing Wu, Zhifeng Shi, Yinsheng Chen, Yuanyuan Wang*, Jinhua Yu*, Xiaofei Lv, Liang Chen, Xue Ju, Zhongping Chen. A sparse representation-based radiomics for outcome prediction of higher grade gliomas. Medical Physics, 2018, 46(1): 250-261.
21. Zhao Yao^#, Yidong^#, Guoqing Wu, Qi Zhang, Daohui Yang, Jinhua Yu*, Wenping Wang. Preoperative diagnosis and predicting of hepatocellular carcinoma: radiomics analysis based on multi-modality ultrasound images. BMC Cancer, 2018, 18: 1089 (11pages).
22. Jinhua Yu, Zhifeng Shi, Yuxi Lian,Zeju Li, Yuan Gao, Yuanyuan Wang, Liang Chen, Ying Mao. Noninvasive IDH1 mutation estimation based on quantitative radiomics approach for grade II glioma. European Radiology, 2017, 27(8): 3509-3522.
23. Jinhua Yu, Zhifeng Shi, Chunhong Ji, Yuxi Lian, Yuanyuan Wang, Liang Chen, Ying Mao. Anatomical location differences between mutated and wild-type isocitrate dehydrogenase 1 in low-grade gliomas. International journal of neuroscience, 2017, 6:1-8.
24. Siqing Nie, Jinhua Yu*, Ping Chen, Yuanyuan Wang, Jian Qiu Zhang. Automatic detection of standard sagittal plane in the first trimester of pregnancy using 3D ultrasound data. Ultrasound in Medicine and Biology, 2017, 43(1): 286-300.
25. Qisheng Tang, Yuxi Lian, Jinhua Yu*, Yuanyuan Wang, Zhifeng Shi, Liang Chen. Anatomic mapping of molecular subtypes in diffuse glioma. BMC Neurology, 2017, 17(1):183. doi: 10.1186/s12883-017-0961-8.
26. Zeju Li, Yuanyuan Wang*, Jinhua Yu*, Yi Guo, Wei Cao. Deep Learning based Radiomics (DLR) and its usage in noninvasive IDH1 prediction for low grade glioma. Scientific Reports, 2017 Jul 14;7(1): 5467.
27. Zeju Li, Yuanyuan Wang*, Jinhua Yu*, Zhifeng Shi, Yi Guo, Liang Chen, Ying Mao. Low Grade Glioma Segmentation Based On CNN with Fully Connected CRF. Journal of Healthcare Engineering, 2017, Article ID **, 12 pages.
28. Chunhong Ji, Zhifeng Shi, Jinhua Yu*, Yuanyuan Wang, Liang Chen, Ying Mao. Association between glioblastoma locations and patient age. Journal of Medical Imaging and Health Informatics. Journal of Medical Imaging and Health Informatics, 2017, 7: 181-185.
29. Yinsheng Chen, Zeju Li, Guoqing Wu, Jinhua Yu*, Yuanyuan Wang*, Xiaofei Lv, Xue Ju, Zhongping Chen. International Journal of Neuroscience, Primary central nervous system lymphoma and glioblastoma differentiation based on conventional magnetic resonance imaging by high-throughput SIFT features. International journal of neuroscience, 2017, 12:1-11.
30. Shuying Li, Yurong Huang, Jinhua Yu*, Yuanyuan Wang. Ultrasound contrast agent microbubble modeling with bubbles interaction，Journal of Medical Imaging and Health Informatics，2017, 7(7): 1548-1554.
31. Siqing Nie, Jinhua Yu*, Ping Chen, Yuanyuan Wang, Jian Qiu Zhang. Hessian plate filter and shape feature based approach to automatically locate NT VOI in 3D ultrasound data. Computer Assisted Surgery, 2016, 21(S1): 84-92.
32. Saeid Aliabadi, Yuanyuan Wang*, Jinhua Yu*, Jinxin Zhao, Wei Gou, Shun Zhang. Eigenspace-based beamformer using oblique signal subspace projection for ultrasound plane-wave imaging. Biomedical Engineering online, 2016, 15:127 (19pages)
33. Jinhua Yu, Yuanyuan Wang, Ping Chen. Automatic US image analysis for fetal femur length measurement based on phase symmetry and saliency visual attention model, Journal of Medical Imaging and Health Informatics, 2015, 5(7): 1474-1481.
34. Ping Chen, Siqing Nie, Yinhui Deng, Ping He, Yuanyuan Wang, Jinhua Yu*. A hierarchical model for automated standard sagittal-view detection from 3D ultrasound data in 11-14 weeks. Biomedical Signal Processing and Control, 2015, 19: 96-101.
35. Chunhong Ji, Jinhua Yu*, Tianjie Li, Lei Tian, Yifei Huang, Yuanyuan Wang, Yongping Zheng. Dynamic curvature topography for evaluating the anterior corneal surface change with Corvis ST. Biomedical Engineering Online, 2015, 14: (article number)53.
36. Youneng Ma, Jinhua Yu*, Yuanyuan Wang. An Efficient Complex-Frequency Shifted PML for Second-order Acoustic Wave Equation. International Journal for Numerical Method in Engineering. 2014, 97:130-148.
37. Youneng Ma, Jinhua Yu*, Yuanyuan Wang. An Easy Pure Algebraic Method for Partial Fraction Expansion of Rational Functions with Multiple High-Order Poles, IEEE Trans. Circuits and Systems I, 2014, 61(3): 803-810.
38. Xingsong Li, Yinhui Deng, Jinhua Yu*, Yuanyuan Wang, Vijay Shamdasani. Evaluation offatty proportion in fatty liver using least squares method with constraints. Bio-Medicalmaterials and Engineering. 2014, 24: 2811-2820.
39. Youneng Ma, Jinhua Yu*, Yuanyuan Wang. A Novel Unsplit Perfectly Matched Layer for the Second-order Acoustic Wave Equation. Ultrasonics. 2014, 54(6): 1568-1574.
40. Youneng Ma, Jinhua Yu*, Yuanyuan Wang. Efficient Recursive Methods for Partial Fraction Expansion of General Rational Functions. Journal of Applied Mathematics. 2014, Article ID 895036, 1-18.
41. Ping Chen, Jinhua Yu^*, Xiaomin L, Yuanyuan Wang, Cai Chang. Weight estimation for low birth weight fetuses and macrosomic fetuses in Chinese population. Arch Gynecol Obster, 284: 599-606, 2011.
42. Jinhua Yu, Jinglu Tan, Yuanyuan Wang. Ultrasound speckle reduction by a SUSAN-controlled anisotropic diffusion method, Pattern Recognition, 2010, 43(9): 3083-3092.
43. Jinhua Yu, Yuanyuan Wang, Ping Chen, Fetal weight estimation using the evolutionary fuzzy support vector regression for low-birth-weight fetuses, IEEE Transactions on Information Technology in Biomedicine, 2009, 13(1):57-66.
44. Jinhua Yu, Yuanyuan Wang, Ping Chen, Yuzhong Shen, Fetal abdominal contour extraction and measurement in ultrasound images, Ultrasound in Medicine & Biology, 2008, 34(2):169-182.
45. Jinhua Yu, Yuanyuan Wang, Yuzhong Shen, Noise reduction and edge detection via kernel anisotropic diffusion, Pattern Recognition Letters, 2008, 29(10):1496-1503.
46. Jinhua Yu, Yuanyuan Wang, Ping Chen, Fetal ultrasound image segmentation system and its use in fetal weight estimation, Medical and Biological Engineering and Computing, 2008, 46(12):1227-1237.
47. Jinhua Yu, Jinglu Tan, Object density-based image segmentation and its applications in biomedical image analysis, Computer Methods and Programs in Biomedicine, 2009, 96(3): 193-204.