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方樂緣,男,博士湖南大學電氣與信息工程學院副教授博士生導師[1],IEEE Senior Member。現主要從事深度學習、醫學和遙感圖像處理研究。在國際權威SCI期刊發表論文60餘篇,他引2200餘次,ESI高被引(1%)10篇,ESI熱點論文(0.1%)2篇。獲得湖南省自然科學一等獎[2]、湖南省中青年骨幹教師等獎項。

2023年獲得國家自然科學獎,二等獎[3]

基本信息

人物說明----湖南大學電氣與信息工程學院副教授,博士生導師

國 籍 ---- 中國

職 業 ---- 教育科研工作者

主要成就----獲得國家自然科學二等獎

畢業院校----湖南大學

學位/學歷----博士

任職院校----湖南大學

專業方向----電氣與信息工程

目錄

1人物經歷 教育經歷 工作經歷 2科研成果 3學術成果 4所獲榮譽

人物經歷

教育經歷

2010.9-2015.6 湖南大學控制科學與工程專業博士,導師:李樹濤

2011.9-2012.9 杜克大學生物醫學工程專業聯合培養博士生,導師:Sina Farsiu

工作經歷

2016.8-2017.9 杜克大學 生物醫學工程系 博士後研究人員

2017.02-至今湖南大學 電氣與信息工程學院 副教授

2015.12-至今湖南大學 電氣與信息工程學院 博士生導師

2013.6-2016.12湖南大學 電氣與信息工程學院, 助理教授(講師)

科研成果

1. 國家自然科學基金優秀青年基金項目,圖像重建與分析,2020-2022,130萬元,主持

2. 國家自然科學基金面上基金項目(61771192),基於OCT圖像多病變分析的視網膜疾病自動診斷方法研究,2018-2021,66萬元,主持。

3. 國家自然科學基金青年基金項目(61601179),面向光學相干層析成像的三維結構化壓縮感知方法研究,26.38萬元,2016.01-2018.12,主持。

4. 湖湘英才,2020-2022,50萬元,主持

5. 國家博士後面上一等資助項目, 8萬元,2016.06-2017.12,主持。

6. 國家博士後面上特別資助項目,15萬元,2017.06-2018.12,主持。

7. 湖南省自然科學基金項目,5萬元,2018.01-2019.12,主持。

8. 國家自然科學基金國際(地區)合作與交流項目,61520106001,高分辨率高光譜遙感圖像信息獲取與處理,245萬元,2016.01-2020.12,參與。

學術成果

代表論文

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(所指導本科生), 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收錄)

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收錄)

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收錄)

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收錄)

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收錄)

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收錄)

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收錄)(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收錄)

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收錄)

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收錄)

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收錄)

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收錄)

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收錄)

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收錄)

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收錄)

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收錄)

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收錄)

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收錄)

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收錄)

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收錄)

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收錄)

37. Renwei Dian, Leyuan Fang, Shutao Li, Hyperspectral image super-resolution via non-local sparse tensor factorization, IEEE CVPR, 2017.

所獲榮譽

2020年1月10日,獲得國家自然科學二等獎(項目名稱「多模圖像結構化稀疏表示與融合理論方法研究」,第2完成人)。

參考來源