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方乐缘 |
方乐缘,男,博士,湖南大学电气与信息工程学院副教授,博士生导师[1],IEEE Senior Member。现主要从事深度学习、医学和遥感图像处理研究。在国际权威SCI期刊发表论文60余篇,他引2200余次,ESI高被引(1%)10篇,ESI热点论文(0.1%)2篇。获得湖南省自然科学一等奖[2]、湖南省中青年骨干教师等奖项。
2023年获得国家自然科学奖,二等奖[3]。
基本信息
人物说明----湖南大学电气与信息工程学院副教授,博士生导师
国 籍 ---- 中国
职 业 ---- 教育科研工作者
主要成就----获得国家自然科学二等奖
毕业院校----湖南大学
学位/学历----博士
任职院校----湖南大学
专业方向----电气与信息工程
目录
1人物经历 教育经历 工作经历 2科研成果 3学术成果 4所获荣誉
人物经历
教育经历
2010.9-2015.6 湖南大学控制科学与工程专业博士,导师:李树涛
2011.9-2012.9 杜克大学生物医学工程专业联合培养博士生,导师:Sina Farsiu
工作经历
2016.8-2017.9 杜克大学 生物医学工程系 博士后研究人员
2017.02-至今湖南大学 电气与信息工程学院 副教授
2015.12-至今湖南大学 电气与信息工程学院 博士生导师
2013.6-2016.12湖南大学 电气与信息工程学院, 助理教授(讲师)
科研成果
1. 国家自然科学基金优秀青年基金项目,图像重建与分析,2020-2022,130万元,主持
2. 国家自然科学基金面上基金项目(61771192),基于OCT图像多病变分析的视网膜疾病自动诊断方法研究,2018-2021,66万元,主持。
3. 国家自然科学基金青年基金项目(61601179),面向光学相干层析成像的三维结构化压缩感知方法研究,26.38万元,2016.01-2018.12,主持。
4. 湖湘英才,2020-2022,50万元,主持
5. 国家博士后面上一等资助项目, 8万元,2016.06-2017.12,主持。
6. 国家博士后面上特别资助项目,15万元,2017.06-2018.12,主持。
7. 湖南省自然科学基金项目,5万元,2018.01-2019.12,主持。
8. 国家自然科学基金国际(地区)合作与交流项目,61520106001,高分辨率高光谱遥感图像信息获取与处理,245万元,2016.01-2020.12,参与。
学术成果
代表论文
1. Nanjun He, Leyuan Fang, Shutao Li,"SkipConnected Covariance Network for Remote Sensing Scene Classification", IEEE Transactions on Neural Network and Learning System, 2019, 待刊
2. Leyuan Fang, Chong Wang, Shutao Li等,Attention to Lesion: Lesion-Aware Convolutional Neural Network for Retinal Optical Coherence Tomography Image Classification,IEEE Transactions on Medical Imaging, 2019, 待刊。
3.Leyuan Fang, Guangyun Liu, Shutao Li等,Hyperspectral Image Classification with Squeeze Multi-Bias Network,IEEE Transactions on Geoscience and Remote Sensing, 2019, 待刊。
4. Nanjun He, Leyuan Fang, Shutao Li等,Remote Sensing Scene Classification Using Multilayer Stacked Covariance Pooling,IEEE Transactions on Geoscience and Remote Sensing, 2019, 待刊。
5. Renwei Dian, Shutao Li,Leyuan Fang, Deep Hyperspectral Image Sharpening, IEEE Transactions on Neural Networks and Learning Systems, 2019, 待刊。
6. Yue Wu, Leyuan Fang, Shutao Li, Weighted Tensor Rank-1 Decomposition for Nonlocal Image Denoising, IEEE Transactions on Image Processing, 2019, 待刊。
7. Leyuan Fang, Nanjun He, Shutao Li, Pedram Ghamisi and Jón Benediktsson, Extinction Profiles Fusion for Hyperspectral Images Classification, IEEE Transactions on Geoscience and Remote Sensing, 2018, 待刊。
8. Jian Zhu(所指导本科生), Leyuan Fang, Deformable convolutional neural network for hyperspectral image classification, IEEE Geoscience and Remote Sensing Letters, 2018, 待刊
9. Nanjun He, Leyuan Fang, Shutao Li等,Remote Sensing Scene Classification Using Multilayer Stacked Covariance Pooling,IEEE Transactions on Geoscience and Remote Sensing, 2018, 待刊。
10. Leyuan Fang, Haijie Zhuo, Shutao Li, Super-resolution of hyperspectral image via superpixel-based sparse representation, Neurocomputing, 2018.
11. Leyuan Fang, DAVID CUNEFARE, CHONG WANG, ROBYN H. GUYMER, SHUTAO LI, AND SINA FARSIU1, Automatic segmentation of nine retinal layer boundaries in optical coherence tomography images using deep learning and graph search, Biomedical Optics Express, 2017.
12. Leyuan Fang, Shutao Li, Davia Counefair, and Sina Farsiu, Segmentation based sparse reconstruction of optical coherence tomography images, IEEE Transactions on Medical Imaging, 2017, 36(2): 407-421.
13. Leyuan Fang, Shutao Li, Qing Nie, Ryan Mcnabb, Anthony Kuo, Cynthia Toth, Joseph Izatt, and Sina Farsiu, Fast acquisition and reconstruction of optical coherence tomography images via sparse representation, IEEE Transactions on Medical Imaging, 2013, 32(11):2034-2049.
14. Leyuan Fang, Shutao Li, Xudong Kang, Joseph Izatt, and Sina Farsiu, 3-D adaptive sparsity based image compression with applications to optical coherence tomography, IEEE Transactions on Medical Imaging, 2015, 34(6): 1306-1320. (SCI EI收录)
15. Leyuan Fang, Shutao Li, Wuhui Duan, Jinchang Ren, and Jón Benediktsson, Classification of hyperspectral images by exploiting spectral-spatial information of superpixel via multiple kernels, IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(12): 6663-6674. (SCI EI收录)
16. Leyuan Fang, Shutao Li, Xudong Kang, and Jón Benediktsson, Spectral-spatial classification of hyperspectral images with a superpixel based discriminative sparse model, IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(8): 4186-4201.(SCI EI收录)
17 Leyuan Fang, Shutao Li, Xudong Kang, and Jón Benediktsson, Spectral-spatial hyperspectral image classification via multiscale adaptive sparse representation, IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(12): 7738-7749.
18. Leyuan Fang and Shutao Li, Face recognition by exploiting local gabor features via multi-task adaptive sparse representation, IEEE Transactions on Instrumentation and Measurement, 2015, 64(10): 2605-2615.(SCI EI收录)
19. Leyuan Fang, Cheng Wang, Shutao Li, Jón Benediktsson, Hyperspectral image classification via multiple-feature based adaptive sparse representation, IEEE Transactions on Instrumentation and Measurement, 2017.(SCI EI收录)
20. Leyuan Fang, Nanjun He, Hui Lin, CP tensor based compression of hyperspectral images, Journal of the Optical Society of America A, 2017, 34(2): 252-258. (SCI EI收录)
21. Leyuan Fang, Shutao Li, Qing Nie, Cynthia Toth, Joseph Izatt, and Sina Farsiu, Sparsity based denoising of spectral domain optical coherence tomography images, Biomedical Optics Express, 2012, 3(5):927-942.(SCI EI收录)(selected as the ‘Feature of the week’ in OCTNews http://www.octnews.org)
22. Shutao Li, Leyuan Fang, and Yin Haitao, An efficient dictionary learning algorithm and its application to 3-D medical image denoising, IEEE Transactions on Biomedical Engineering, 2012, 59(2):417-427.(SCI EI收录)
23. Shutao Li and Leyuan Fang, Signal denoising with random refined orthogonal matching pursuit, IEEE Transactions on Instrumentation and Measurement, 2012, 61(1):26-34.(SCI EI收录)
24. Shutao Li and Leyuan Fang, Multitemporal image change detection using a detail-enhancing approach with nonsubsampled contourlet transform,IEEE Geoscience and Remote Sensing Letters, 2012, 9(5):836-840.(SCI EI收录)
25. Ting Lu, Shutao Li, Leyuan Fang, Lorenzo Bruzzone, and Jon Atli Benediktsson, Set-to-set distance-based spectral-spatial classification of hyperspectral images, IEEE Transactions on Geoscience and Remote Sensing, 2016, 54(12): 7122-7134.(SCI EI收录)
26. Shutao Li, Ting Lu, Leyuan Fang, Xiuping Jia, and Jon Atli Benediktsson, Probabilistic Fusion of Pixel-Level and Superpixel-Level Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, 2016, 54(12): 7416-7430. (SCI EI收录)
27. Xudong Kang, Shutao Li, Leyuan Fang, and Jón Benediktsson, Intrinsic image decomposition for feature extraction of hyperspectral images,IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(4): 2241-2253.(SCI EI收录)
28. Wei Fu, Shutao Li, Leyuan Fang, Xudong Kang, and Jón Benediktsson, Adaptive Spectral-Spatial Compression of Hyperspectral Image With Sparse Representation, IEEE Transactions on Geoscience and Remote Sensing, 待刊,2016.(SCI EI收录)
29. Xudong Kang, Shutao Li, Leyuan Fang, Meixiu Li, and Jón Benediktsson, Extended random walker-based classification of hyperspectral images, IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(1): 144-153.(SCI EI收录)
30. Shutao Li, Haitao Yin, and Leyuan Fang, Remote sensing image fusion via sparse representations over learned dictionaries, IEEE Transactions on Geoscience and Remote Sensing, 2013, 51(9): 4779-4789.(SCI EI收录)
31. Shutao Li, Haitao Yin, and Leyuan Fang, Group-sparse representation with dictionary learning for medical image denoising and fusion, IEEE Transactions on Biomedical Engineering, 2012, 59(12): 3450-3459.(SCI EI收录)
32. Haicang Liu, Shutao Li, and Leyuan Fang, Robust Object Tracking based on Principal Component Analysis and Local Sparse Representation, IEEE Transactions on Instrumentation and Measurement, 64(11): 2863-2875, 2015.(SCI EI收录)
33. Shutao Li, Xudong Kang, and Leyuan Fang, Jianwen Hu, Haitao Yin, Pixel-level image fusion: A survey of the state of the art, Information Fusion, 33: 100-112, 2017.
34. Haitao Yin, Shutao Li, and Leyuan Fang, Simultaneous image fusion and super-resolution using sparse representation, Information Fusion, 2013, 14(3): 229-240.(SCI EI收录)
35. Ting Lu, Shutao Li, Leyuan Fang, Yi Ma, and Jón Atli Benediktsson, Spectral-spatial adaptive sparse representation for hyperspectral image denoising, IEEE Transactions on Geoscience and Remote Sensing, 2016, 54(1): 373-385. (SCI EI收录)
36. Shuzhen Zhang, Shutao Li, Wei Fu, and Leyuan Fang Multiscale Superpixels Based Sparse Representation for hyperspectral image classification, 2017, 9(2): 28-39. (SCI EI收录)
37. Renwei Dian, Leyuan Fang, Shutao Li, Hyperspectral image super-resolution via non-local sparse tensor factorization, IEEE CVPR, 2017.
所获荣誉
2020年1月10日,获得国家自然科学二等奖(项目名称“多模图像结构化稀疏表示与融合理论方法研究”,第2完成人)。
参考来源
- ↑ 团队成员-机器人视觉感知与控制技术国家工程研究中心 ,机器人视觉感知与控制技术国家工程研究中心, 2024-09-27
- ↑ 我校21项成果获2021年度湖南省科学技术奖 ,湖南大学,2023-02-24
- ↑ 2023年度国家自然科学奖获奖者 ,百科