李树涛

Shutao Li          

Professor, PhD supervisor

Mobile Phone: 0086-13055180800

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Address: College of Electrical and Information Engineering, Hunan University, Changsha, China

Zip code: 410082

Education

Ph.D. in Electrical Engineering, Hunan University, Changsha, China, 2001.

M.S. in Electrical Engineering, Hunan University, Changsha, China, 1997.

B.S. in Electrical Engineering, Hunan University, , Changsha, China, 1995.

Working Experiences

Professor (2004.6 --now) College of Electrical and Information Engineering, Hunan University, Changsha, China.

Visiting Professor (2005.1-2005.6) Department of Computer Science, Hongkong University of Science and Technology, Hongkong, China.

Associate Professor (2001.9 – 2004.6) College of Electrical and Information Engineering, Hunan University, Changsha, China.

Postdoctoral Fellow (2002.11--2003.11) Department of Computer Science, Royal Holloway College, University of London, United Kingdom.

Postdoctoral Fellow (2001.5--2001.10) Department of Computer Science, Hongkong University of Science and Technology, Hongkong, China.

Research Interests

Image Processing, Remote Sensing, Information Fusion, Sparse RepresentationCompressive SensingPattern Recognition, Machine Learning.

Funded Research Projects

Chang Jiang Scholars Program (Cheung Kong Scholars Programme, 2005.1-2019.12, Principle Investigator)

National Natural Science Fund for Distinguished Young Scholars of China (2014.1-2017.12, Principle Investigator)

National Natural Science Foundation of China (2012.1-2015.12, Principle Investigator)

Hunan Provincial Industrial Technology Key Project (2013.1-2014.12, Principle Investigator)

Key Project of the State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body (2012.1-2013.12, Principle Investigator)

Open Projects Program of National Laboratory of Pattern Recognition (2009.1-2011.12, Principle Investigator)

Key Project of Chinese Ministry of Education (2009.1-2011.12, Principle Investigator)

Ph.D. Programs Foundation of Ministry of Education of China (2009.1-2011.12, Principle Investigator)

National Natural Science Foundation of China (2009.1-2011.12, Principle Investigator)

Bilingual Teaching Model Course of Ministry of Education, China (2009.1-2012.12, Principle Investigator)

National Science Fund for Outstanding Youths in Hunan Province, China (2006.7-2009.6, Principle Investigator)

Program for New Century Excellent Talent of the Ministry of Education, China (2006.1-2008.12, Principle Investigator)

Scientific Research Foundation for Returned Scholars, Ministry of Education, China (2005.10-2007.9, Principle Investigator)

National Natural Science Foundation of China (2005.1-2007.12, Principle Investigator)

Opening Project of National Laboratory on Machine Perception, Peking University, China (2005.1-2005.12, Principle Investigator)

Supporting Talented Youths of Hunan University, China (2004.1-2006.12, Principle Investigator)

Outstanding Dissertation Foundation of Hunan Province, China (2003.1-2004.12, Principle Investigator)

Project of European Union Information Society Technology (2002.11-2003.11)

Key Project of Science and Technology, Hunan University, China (2002.1-2003.12, Principle Investigator)

Research Awards

The 2nd grade of Science and Technology Award, Hunan Province, China, 2010

The 2nd grade of Natural Science Award, MOE, China, 2008

Science & Technology Award for Youth, Hunan Province, 2007

The 2nd grade of National Science and Technology Award, China, 2006

The 2nd grade of National Science and Technology Award, China, 2004

The 2nd grade of Technical Invention Award, MOE, China, 2005

The 2nd grade of Science and Technology Award, MOE, China, 2004

The 1st grade of Science and Technology Award, Hunan Province, China, 2005

Outstanding Doctoral Thesis, Hunan Province, China, 2003

The 1st grade of Outstanding Natural Science Paper Award, Hunan Province, China, 2002

Publications (International Journals)

[1]   Ting Lu,Shutao Li,Leyuan Fang,  Yi Ma, and Jon AtliBenediktsson. Spectral-Spatial Adaptive Sparse Representation for Hyperspectral Image Denoising. IEEE Transactions on Geoscience and Remote Sensing, 2015, submitted. 

[2]  Wei Fu, Shutao Li,Leyuan Fang,  Xudong Kang, and Jon AtliBenediktsson. Hyperspectral Classification via Shape-Adaptive Sparse Representation. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, submitted.

[3] 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, 2015, submitted.

[4]  Jaime Zabalza, JinchangRen, JiangbinZheng, Junwei Han, Jun Wang, Huimin Zhao, Shutao Li, and Stephen Marshall. Novel Two Dimensional Singular Spectrum Analysis for Effective Feature Extraction and Data Classification in Hyperspectral Imaging. IEEE Transactions on Geoscience and Remote Sensing, 2015, accepted. (IEEE TGRS, SCI,EI)

[5] Haitao Yin and Shutao Li. Pansharpening with Multi-scale Normalized Non-local Means Filter: A Two-step Approach. IEEE Transactions on Geoscience and Remote Sensing, 2015, accepted. (IEEE TGRS, SCI,EI)

[6]Leyuan Fang and Shutao Li. Face Recognition by Exploiting Local Gabor Features with Multi-task Adaptive Sparse Representation. IEEE Transactions on Instrumentation and Measurement, 2015, accepted.  (IEEE TIM, SCI,EI)

[7] Leyuan Fang, Shutao Li, Xudong Kang, Joseph A. Izatt, and SinaFarsiu. 3-D Adaptive Sparsity Based Image Compression with Applications to Optical Coherence Tomography. IEEE Transactions on Medical Imaging. (IEEE TMI, in press, DOI 10.1109/TMI.2014.2387336,SCI,EI)

[8]Xudong Kang, Shutao Li,Leyuan Fang, and Jon AtliBenediktsson. Intrinsic Image Decomposition for Feature Extraction of Hyperspectral Images. IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(4):2241-2253. (IEEE TGRS, SCI,EI)

[9]Xudong Kang, Shutao Li,Leyuan Fang, Meixiu Li and Jon AtliBenediktsson.Extended Random Walker-Based Classification of Hyperspectral Images. IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(1):144-153. (IEEE TGRS, SCI,EI)

[10]Haicang Liu and Shutao Li. Target Detection Using Sparse Representation with Element and Construction Combination Feature. IEEE Transactions on Instrumentation and Measurement, 2015, 64(2):290-298. (IEEE TIM, SCI,EI)

[11]Leyuan Fang,  Shutao Li, Xudong Kang, and Jon AtliBenediktsson. Spectral–Spatial Hyperspectral Image Classification via Multiscale Adaptive Sparse Representation. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(12):7738-7749. (IEEE TGRS, SCI,EI)

[12]Xudong Kang, Shutao Li, and Jon AtliBenediktsson. Pansharpeningwith Matting ModelIEEE Transactions on Geoscience and Remote Sensing, 2014, 52(8):5088-5099. (IEEE TGRS, SCI,EI)

[13]Xudong Kang, Shutao Li, and Jon AtliBenediktsson. Feature Extraction of Hyperspectral Images with Image Fusion and Recursive Filtering. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(6):3742-3752. (IEEE TGRS, SCI,EI)

[14]Bin Sun, Shutao Li and Jun Sun. Scanned Image Descreening With Image Redundancy and Adaptive Filtering. IEEE Transactions on Image Processing, 2014, 23(8):3698-3710. (IEEE TIP, SCI,EI)

[15]Xudong Kang, Shutao Li, and Jon AtliBenediktsson. Spectral-spatial Hyperspectral Image Classification with Edge Preserving Filtering. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(5): 2666-2677. (IEEE TGRS, SCI,EI)

[16]Shutao Li and Dan Wei. Extremely High Dimensional Feature Selection via Feature Generating Samplings. IEEE Transactions on Cybernetics, 2014, 44(6): 737-747. (IEEE TSMC B,SCI,EI)

[17]Weirong Liu and Shutao Li. Sparse Representation with Morphologic Regularizations for Single Image Super-Resolution. Singal Processing, 2014, 98:410-422. (SCI,EI)

[18]Weirong Liu and Shutao Li. Extraction of Lane Markings Using Orientation and Vanishing Point Constraints in Structured RoadScenes.  International Journal of Computer Mathematics, 2014, 91(11): 2359-2373. (IJCM,  SCI,EI)

[19]Bin Yang andShutao Li. Visual Attention Guided Image Fusion with Sparse Representation. Optik, 2014, 125(17): 4881-4888. (SCI,EI)

[20]Xudong Kang, Shutao Li, Leyuan Fang and Jon AtliBenediktsson. Pansharpening Based on Intrinsic Image Decomposition. Sensing and Imaging, 2014, 15(1):1-10. (EI)

[21]Ting Lu, Shutao Li, and Wei Fu. Fusion Based Seamless Mosaic for Remote Sensing Images. Sensing and Imaging, 2014, 15(1):1-14. (EI)

[22]Leyuan Fang, Shutao LiRyan P. McNabb‎, Qing Nie, Anthony N. Kuo, Cynthia A. Toth, Joseph A. Izatt, and SinaFarsiu. Fast Acquisition and Reconstruction of Optical Coherence Tomography Images via Sparse Representation. IEEE Transactions on Medical Imaging, 2013, 32(11):2034-49. (IEEE TMI,  SCI,EI)

[23]Shutao Li, Xudong Kang and Jianwen Hu. Image Fusion with Guided Filtering. IEEE Transactions on Image Processing2013, 22(7):2864-2875. (IEEE TIP, in press, SCI,EI)

[24]Shutao Li, Haitao Yin and Leyuan Fang. Remote Sensing Image Fusion via Sparse Representations over Learned Dictionaries. IEEE Transactions on Geoscience and Remote Sensing2013, 51(9):4779-4789. (IEEE TGRS, in press, SCI,EI)

[25]Shutao Li, Dayi Gong and Yuan Yuan. Face recognition with Local Descriptors. Neurocomputing, 2013, 122:272-283.( SCI,EI)

[26]Weirong Liu and Shutao Li. Multi-morphology Image Super-Resolution via Sparse Representation.Neurocomputing, 2013, 120:645-654. ( SCI,EI)

[27]Haicang Liu and Shutao Li. Decision fusion of sparse representation and support vector machine for SAR image target recognition. Neurocomputing, 2013, 113:97-104. (SCI,EI)

[28]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)

[29]Haicang Liu and Shutao Li. Infrared surveillance image super resolution via group sparse representation. Optics Communications2013, vol.289, pp.45-52. (SCI,EI)

[30]Haitao Yin, Shutao Li, and Leyuan Fang. Block-sparse compressed sensing: non-convex model and iterative re-weighted algorithm. Inverse Problems in Science & Engineering, 2013, 21(1):141-154. (SCI,EI)

[31]Shutao Li, Xudong Kang, Jianwen Hu and Bin Yang. Image matting for fusion of multi-focus images in dynamic scenes, Information Fusion, 2013, 14(2):147-162. ( SCI,EI)

[32]Shutao Li, Haitao Yin, and Leyuan Fang. Group-Sparse Representation With Dictionary Learning for Medical Image Denoising and Fusion. IEEE Transactions on Biomedical Engineering2012, 59(12):3450-3459.(IEEE TBME, SCI,EI)

[33]Shutao Li, Leyuan Fang and Haitao Yin. An Efficient Dictionary Learning Algorithm and Its Application to 3-D Medical Image Denoising. IEEE Transactions on Biomedical Engineering, 2012, 59(2):417-427. (IEEE TBME, SCI,EI)

[34]Shutao Li and Leyuan Fang. Signal denoising with random refined orthogonal matching pursuit. IEEE Transactions on Instrumentation and Measurement, 2012, 61(1):26-34.(IEEE TIM, SCI,EI)

[35]Shutao Li, Xudong Kang. Fast Multi-exposure Image Fusion with Median Filter and Recursive Filter. IEEE Transactions on Consumer Electronics, 2012,58(2):626-632. (IEEE TCE, SCI,EI)

[36]Shutao Li, Leyuan Fang and Haitao Yin. Multitemporal Image Change Detection Using a Detail-Enhancing Approach withNonsubsampledContourlet Transform. IEEE Geoscience and Remote Sensing Letters, 2012,9(5):836-840. (IEEE GRSL, SCI,EI)

[37] Jianwen Hu and Shutao Li. The multiscale directional bilateral filter and its application to multisensor image fusion. Information Fusion, 2012, 13(3):196-206. (SCI,EI)

[38]Bin Yang and Shutao Li. Pixel-level Image Fusion with Simultaneous Orthogonal Matching Pursuit. Information Fusion, 2012, 13(1):10-19. (SCI,EI)

[39]Leyuan Fang, Shutao LiQing Nie, Joseph A. Izatt, Cynthia A. Toth, and SinaFarsiu. Sparsity Based Denoising of Spectral Domain Optical Coherence Tomography Images. Biomedical Optics Express, 2012,3(5):927-942. (SCI,EI)

[40]Dan Wei, Shutao Li, Mingkui Tan. Graph Embedding Based Feature Selection.Neurocomputing, 2012, 93(15):115-125. (SCI,EI)

[41] Shutao Li, Mingkui Tan, Ivor W. Tsang, and James T. Kwok. A hybrid PSO-BFGS strategy for global optimization of multimodal functions. IEEE Transactions on Systems, Man and Cybernetics - Part B, 2011, 41(4): 1003-1014. (IEEE TSMC B, SCI,EI)

[42]Shutao Li and Bin Yang. A New Pan-sharpening Method Using Compressed Sensing Technique. IEEE Transactions on Geoscience and Remote Sensing201149(2):738-746. (IEEE TGRS, SCI,EI)

[43]Shutao Li, Bin Yang, and Jianwen Hu. Performance Comparison of Different Multi-resolution Transforms for Image Fusion. Information Fusion, 2011, 12(2): 74-84. (SCI,EI)

[44] Shutao Li and Ming Zhao. Image Inpainting With Salient Structure Completion and Texture Propagation. Pattern Recognition Letters, 2011, 32(9): 1256-1266. (SCI,EI)

[45] Haitao Yin and Shutao LiMultimodal Image Fusion with Joint Sparsity Model. Optical Engineering2011, 50(6): 067007,1-10.SCI,EI)

[46]Bin Yang and Shutao Li. Multifocus Image Fusion and Restoration with Sparse Representation. IEEE Transactions on Instrumentation and Measurement, 2010, 59(4): 884-892. (IEEE TIM, SCI,EI)

[47]Shutao Li and Bin Yang. Hybrid Multiresolution Method for Multisensor Multimodal Image Fusion. IEEE Sensors Journal, 2010, 10(9): 1519-1526. (SCI,EI)

[48]Ming Zhao, Shutao Li and James Kwok. Text detection in images using sparse representation with discriminative dictionaries. Image and Vision Computing, 2010, 28(12): 1590-1599. (SCI,EI)

[49]Shutao Li and Mingkui Tan. Tuning Multiple Parameters of SVM using a Hybrid CLPSO-BFGS.Neurocomputing, 2010, 73(10-12): 2089-2096. (SCI)

[50]Shutao Li and Bin Yang. Multifocus Image Fusion by Combining Curvelet and Wavelet Transform. Pattern Recognition Letters, 2008, 29(9): 1295-1301.(SCI)

[51]Shutao Li, Xixian Wu, Xiaoyan Hu. Gene Selection using Genetic Algorithm and Support Vector Machines. Soft Computing, 2008, 12(7): 693-698. (SCI)

[52]Shutao Li and Bin Yang. Multifocus Image Fusion using Region Segmentation and Spatial Frequency. Image and Vision Computing, 2008, 26(7):971-979. (SCI).

[53] Shutao Li, Xixian Wu, Mingkui Tan. Gene Selection using Hybrid Particle Swarm Optimization and Genetic Algorithm. Soft Computing, 2008, 12(11): 1039-1048. (SCI)

[54]Shutao Li, J.T. Kwok, I.W. Tsang, Y. Wang. Fusing Images with Different Focuses using Support Vector Machines. IEEE Transactions on Neural Networks, 2004, 15(6):1555-1561. (IEEE TNN, SCI)

[55]Shutao Li, James T. Kwok, Hailong Zhu, Yaonan Wang. Texture Classification using Support Vector Machines. Pattern Recognition, 2003, 36(12):2883-2893. (SCI)

[56]Shutao Li, James T. Kwok, Yaonan Wang. Using the discrete wavelet frame transform to merge Landsat TM and SPOT panchromatic images. Information Fusion, 2002, 3(1):17-23.

[57]Shutao Li, James T. Kwok, Yaonan Wang. Combination of Images with Diverse Focus using Spatial Frequency. Information Fusion, 2001, 2(3):169-176.

 

Publications (International Conferences)

[1] Bin Sun, Shutao Li, Jun Sun. Blind Bleed-Through Removal for Scanned Historical Document Images With Conditional Random Fields. the40th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brisbane, Australia,  2015(Accepted).

[2] Xudong Kang, Shutao Li, Meixiu Li, and Jon AtliBenediktsson. Extended Random Walkers for Hyperspectral Image Classification, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Quebec, Canada, 2014 (Oral).

[3] Wei Fu, Shutao Li, Leyuan Fang, Xudong Kang and Jon AtliBenediktsson. Spectral-Spatial Hyperspectral Classification via Shape-adaptive Sparse Representation, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Quebec, Canada, 2014.

[4]Xudong Kang, Shutao Li, Jianwen Hu. Fusing Soft-decision-adaptive and Bicubic Methods for Image Interpolation. ICPR 2012: 1043-1046.

[5]  Xudong Kang, Shutao Li, Jianwen Hu. Fusing Soft-decision-adaptive and Bicubic Methods for Image Interpolation. ICPR 2012: 1043-1046.

[6] Yin Xiang, Shutao Li. Symmetric Object Detection Based on Symmetry and Centripetal-SIFT Edge Descriptor. ICPR 2012: 1403-1406.

[7] Li Chen, Hui Lin, Shutao Li. Depth Image Enhancement for Kinect Using Region Growing and Bilateral Filter. ICPR 2012: 3070-3073.

[8]Ting Lu, Shutao Li. Image Matting with Color and Depth Information. ICPR 2012: 3787-3790.

[9]Haitao Yin, Shutao Li, Jianwen Hu. Single Image Super Resolution via Texture Constrained Sparse Representation. ICIP 2011: 1161-1164.

[10] Jianwen Hu, Shutao Li. Fusion of Panchromatic and Multispectral Images Using Multiscale Dual Bilateral Filter. ICIP 2011: 1489-1492.

[11]Leyuan Fang, Shutao Li, Jianwen Hu. Multitemporal Image Change Detection with Compressed Sparse Representation. ICIP 2011: 2673-2676.

[12]Shutao Li, Leyuan Fang. An Efficient Learned Dictionary and Its Application to Non-local Denoising. ICIP 2010: 1945-1948.

Professional Activities

Associate Editor, IEEE Transactions on Geoscience and Remote Sensing (2014–Current)

Member of Editorial Board, Information Fusion(2013–Current)

Member of Editorial Board, Sensing and Imaging(2013–Current)

Member of Editorial Board, Science and Technology Review (in Chinese, 2015–Current)

Member, IEEE (2007–Current)

Standing Director, China Society of Image and Graphics(2012–Current)

 Vice Director, Hunan Society of Automation (2012–Current)