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办公地址:
北京大学医学部病理楼234
北京大学王克桢楼908 -
联系电话:
010-62767580
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电子邮箱:
yanye.lu@pku.edu.cn
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个人网页:
www.milab.wiki
卢闫晔
- 助理教授、博士生导师
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北京大学医学技术研究院
北京大学国家生物医学成像科学中心(兼)
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- 个人简介
- 主要从事人工智能、机器视觉与医学影像技术研究,聚焦于面向人工智能与医学影像技术的弱监督与无监督学习问题研究,以基于人工智能的医学成像技术与医学辅助诊断系统研究为主要应用方向,开展图像重建、图像增强以及图像分类/分割等方面的研究。相关工作发表在IEEE TMI、IEEE TNNLS、CVPR、ICCV、ECCV等相关研究领域内的重要期刊与学术会议。
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- 所授课程
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《程序设计》 (医学技术本科专业必修,72学时,3学分)
《模式识别与人工智能》 (医学技术本科专业必修,54学时,2.5学分)
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- 个人履历
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2022.03–今 北京大学医学技术研究院 助理教授
2016.06 – 2021.04 德国埃尔朗根纽伦堡大学 博士后
2014.05 – 2018.12 德国西门子医疗 Research Associate
2014.03 – 2016.06 德国埃尔朗根纽伦堡大学 联合培养博士
2011.09 – 2016.06 北京大学生物医学工程系 博士
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- 代表性论文及论著
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1. Lujia Jin#, Qing Guo, Shi Zhao, Lei Zhu, Qian Chen, Qiushi Ren, Yanye Lu*. “One-Pot Multi-Frame Denoising,” International Journal of Computer Vision (2023), In Press.
2. Lei Zhu#, Qi She, Qian Chen, Xiangxi Meng, Mufeng Geng, Lujia Jin, Yibao Zhang, Qiushi Ren, Yanye Lu*, "Background-aware Classification Activation Map for Weakly Supervised Object Localization," IEEE Transactions on Pattern Analysis and Machine Intelligence 45(2), 14175-14191 (2023).
3. Ximeng Feng#, Mufeng Geng, Xiangxi Meng, Da Zou, Zi Jin, Chuanqing Zhou, Qiushi Ren, Yanye Lu*, "SGLSA: Sphygmus Gated Laser Speckle Angiography for Microcirculation Hemodynamics Imaging," Computerized Medical Imaging and Graphics 103, 102164 (2023).
4. Mengdi Gao#, Hongyang Jiang, Lei Zhu, Zhe Jiang, Mufeng Geng, Qiushi Ren, Yanye Lu*, "Discriminative Ensemble Meta-learning with Co-regularization for Rare Fundus Diseases Diagnosis," Medical Image Analysis 89, 102884 (2023).
5. Mufeng Geng#, Xiangxi Meng, Lei Zhu, Zhe Jiang, Mengdi Gao, Zhiyu Huang, Bin Qiu, Yicheng Hu, Yibao Zhang, Qiushi Ren, Yanye Lu*, "Triplet Cross-Fusion Learning for Unpaired Image Denoising in Optical Coherence Tomography," IEEE Transactions on Medical Imaging 41(11), 3357-3372 (2022).
6. Mufeng Geng#, Xiangxi Meng, Jiangyuan Yu, Lei Zhu, Lujia Jin, Zhe Jiang, Bin Qiu, Hui Li, Hanjing Kong, Jianmin Yuan, Kun Yang, Hongming Shan, Hongbin Han, Zhi Yang, Qiushi Ren, Yanye Lu*, "Content-Noise Complementary Learning for Medical Image Denoising," IEEE Transactions on Medical Imaging 41, 407-419 (2022).
7. Lei Zhu#, Qian Chen, Lujia Jin, Yunfei You, Yanye Lu*. “Bagging Regional Classification Activation Maps for Weakly Supervised Object Localization,” Proceedings of the European Conference on Computer Vision (ECCV), 176–192 (2022).
8. Lei Zhu#, Qi She, Qian Chen, Yunfei You, Boyu Wang, Yanye Lu*. “Weakly Supervised Object Localization as Domain Adaption,” Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 14637-14646 (2022).
9. Zhe Jiang#, Zhiyu Huang, Bin Qiu, Xiangxi Meng, Yunfei You, Xi Liu, Mufeng Geng, Gangjun Liu, Chuanqing Zhou, Kun Yang, Andreas Maier, Qiushi Ren, Yanye Lu*. “Weakly Supervised Deep Learning Based Optical Coherence Tomography Angiography,” IEEE Transactions on Medical Imaging 40, 688-698 (2021).
10. Mufeng Geng#, Zifeng Tian, Zhe Jiang, Yunfei You, Ximeng Feng, Yan Xia, Kun Yang, Qiushi Ren, Xiangxi Meng, Andreas Maier, Yanye Lu*, "PMS-GAN: Parallel Multi-Stream Generative Adversarial Network for Multi-Material Decomposition in Spectral Computed Tomography," IEEE Transactions on Medical Imaging 40, 571-584 (2021).
Full Publications: https://wiki.milab.wiki/display/~yanyelu/Yanye+Lu%27s+Publication+List