3. Research Interests Hyperspectral Data Analysis, High-Spatial Image Processing, Pattern Recognition, Remote Sensing Applications

Transcription

1 Xin Huang Full Professor Department of Remote Sensing, School of Remote Sensing and Information Engineering Wuhan University 1. Education Wuhan University, China, Ph.D. in Photogrammetry and Remote Sensing 2009 Wuhan University, China, B.E. in Remote Sensing and Information Engineering Working Experience Full Professor School of Remote Sensing and Information Engineering, Wuhan University, 2015-present Full Professor State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Associate Professor State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Assistant Professor State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Research Interests Hyperspectral Data Analysis, High-Spatial Image Processing, Pattern Recognition, Remote Sensing Applications 4. Teaching Remote Sensing Image Interpretation 5. Publications **********2015********** (55) Huang Xin*, Liu Hui, and Zhang Liangpei. Spatiotemporal detection and analysis of urban villages in mega city regions of China using high-resolution remotely sensed imagery. IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(7): (54) Liu Tingting, Wang Zemin, Huang Xin, Cao Liqin, Niu Muye, and Tian Zhongxiang. An effective Antarctic surface temperature retrieval method for MODIS. Photogrammetric Engineering and Remote Sensing, 2015, Accepted for publication. (53) Zhang Lefei, Zhang Qian, Zhang Liangpei, Tao, Dacheng, Huang Xin*, Du Bo. Ensemble manifold regularized sparse low-rank approximation for multiview feature embedding. Pattern Recognition, 2015, 48(10):

2 (52) Qin Rongjun, Huang Xin*, Gruen A., and Schmitt G.. Object-based 3-D building change detection on multitemporal stereo images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 8(5): (51) Shi Shuo, Song Shalei, Gong Wei, Du Lin, Zhu Bo, Huang Xin*. Improving backscatter intensity calibration for multispectral LiDAR. IEEE Geoscience and Remote Sensing Letters, 2015, 12(7): (50) Huang Xin*, Xie Cong, Fang Xing, Zhang Liangpei. Combining pixel- and object-based machine learning for identification of water-body types from urban high-resolution remote-sensing imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015,8(5): (49) Liao Wenzhi, Huang Xin*, Van Coillie, F., Gautama, S., Pizurica, A., Philips, W.,Liu Hui, Zhu Tingting, Shimoni, M., Moser, G., and Tuia, D. Processing of multiresolution thermal hyperspectral and digital color data: outcome of the 2014 IEEE GRSS data fusion contest. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 8(6): (48) Hu Fan, Xia GuiSong, Wang Zifeng., Huang Xin*, Zhang Liangpei, and Sun Hong, unsupervised feature learning via spectral clustering of multidimensional patches for remotely sensed scene classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 8(5): (47) Huang Xin*, Fauvel M., Dalla Mura M., Zhang Liangpei, Foreword to the special issue on information extraction from high-spatial-resolution optical remotely sensed imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 8(5): (46) Wen Dawei, Huang Xin*, Zhang Liangpei, and Jon Atli Benediktsson. A novel automatic change detection method for urban high-resolution remotely sensed imagery based on multiindex scene representation, IEEE Transactions on Geoscience and Remote Sensing, 2015, DOI: /TGRS (45) Liu Tingting, Liu Yanxia, Huang Xin*, and Wang Zemin. Fully constrained least squares for antarctic sea ice concentration estimation utilizing passive microwave data. IEEE Geoscience and Remote Sensing Letters, 2015, DOI: /LGRS (44) Yang Feng, Xia Gui-Song, Liu Gang, Zhang Liangpei, and Huang Xin*. Dynamic texture

3 recognition by aggregating spatial and temporal features via ensemble SVMs. Neurocomputing, doi: /j.neucom **********2014********** (43) Huang Xin*, Zhu Tingting, Zhang Liangpei, and Tang Yuqi. A novel building change index for automatic building change detection from high-resolution remote sensing imagery. Remote Sensing Letters, 2014, 5(8): (42) Huang Xin*, Liu Xiaobo, and Zhang Liangpei. A multichannel gray level co-occurrence matrix for multi/hyperspectral image texture representation. Remote Sensing, 2014, 6(9): (41) Zou Jinyi, Li Wei, Huang Xin*, and Du Qian. Classification of hyperspectral urban data using adaptive simultaneous orthogonal matching pursuit. Journal of Applied Remote Sensing, 2014, 8(1): (40) Li Jun, Huang Xin*, Paolo Gamba, Jose M. Bioucas, Zhang Liangpei, Jon Atli Benediktsson, Antonio Plaza. Multiple feature learning for hyperspectral image classification. IEEE Transactions on Geoscience and Remote Sensing, 2015, 3(53): (39) Huang Xin*, Guan Xuehua, Jon Atli Benediktsson, Li Jun, Antonio Plaza, and Mauro Dalla Mura. Multiple morphological profiles from multicomponent base images for hyperspectral image classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 7(12): (38) Lu Qikai, Huang Xin*, and Zhang Liangpei. A novel clustering-based feature representation for the classification of hyperspectral imagery. Remote Sensing, 2014, 6(6): (37) Zhang Lefei, Zhang Liangpei, Tao Dacheng, Huang Xin*, and Du Bo. Compression of hyperspectral remote sensing images by tensor approach. Neurocomputing, 2014, DOI: /j.neucom (36) Guo Xian, Huang Xin*, and Zhang Liangpei. 3D wavelet texture feature extraction and classification for multi/hyperspectral imagery. IEEE Geoscience and Remote Sensing Letters, 2014, 11(12): (35) Huang Xin*, Lu Qikai, Zhang Liangpei, Antonio Plaza. New post-processing methods for remote sensing image classification: a systematic study. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(11):

4 (34) Huang Xin*, Lu Qikai, Zhang Liangpei. A multi-index learning approach for classification of high-resolution remotely sensed images over urban areas. ISPRS Journal of Photogrammetry and Remote Sensing, 2014, 90: (33) Huang Xin*, Wen Dawei, Xie Junfeng, Zhang Liangpei. Quality assessment of panchromatic and multispectral image fusion for the ZY-3 satellite: from an information extraction perspective. IEEE Geoscience and Remote Sensing Letters, 2014, 11(4): (32) Zhang Lefei, Zhang Liangpei, Tao Dacheng, Huang Xin*, Du Bo. Hyperspectral remote sensing image subpixel target detection based on supervised metric learning. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(8): (31) Huang Xin*, Zhang Liangpei, and Zhu Tingting. Building change detection from multitemporal high-resolution remotely sensed images based on a morphological building index. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 7(1): (30) Zhang Lefei, Zhang Liangpei, Tao Dacheng, and Huang Xin*. Sparse transfer manifold embedding for hyperspectral target detection. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(2): (29) Li Jiayi, Zhang Hongyan, Zhang Liangpei, Huang Xin*, and Zhang Lefei. Collaborative representation with multi-task learning for hyperspectral image classification. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(9): **********2013********** (28) Tang Yuqi, Huang Xin*, Zhang Liangpei. Fault-tolerant building change detection from urban high-resolution remote sensing imagery. IEEE Geoscience and Remote Sensing Letters, 2013, 10 (5), (27) Huang Xin*, and Zhang Liangpei. An SVM ensemble approach combining spectral, structural, and semantic features for the classification of high-resolution remotely sensed imagery. IEEE Transactions on Geoscience and Remote Sensing, 2013, 51(1): (26) Guo Xian, Huang Xin*, Zhang Liangpei. Hyperspectral image noise reduction based on rank-1 tensor decomposition. ISPRS Journal of Photogrammetry and Remote Sensing, 2013, 83: (25) Zhang Qian, Huang Xin*, and Zhang Liangpei. An energy-driven total variation model for

5 segmentation and classification of high spatial resolution remote-sensing imagery. IEEE Geoscience and Remote Sensing Letters, 2013, 10(1): (24) Zhang Liangpei, Zhang Lefei, Tao Dacheng, and Huang Xin*. Tensor discriminative locality alignment for hyperspectral image spectral spatial feature extraction. IEEE Transactions on Geoscience and Remote Sensing, 2013, 51(1): (23) Zhang Lefei, Zhang Liangpei, Tao Dacheng, and Huang Xin*. A modified stochastic neighbor embedding for multi-feature dimension reduction of remote sensing images. ISPRS Journal of Photogrammetry and Remote Sensing, 2013, 83: **********2012********** (22) Huang Xin*, and Zhang Liangpei. A multilevel decision fusion approach for urban mapping using very-high-resolution multi/hyper-spectral imagery. International Journal of Remote Sensing, 2012, 33(11): (21) Huang Xin*, and Zhang Liangpei. A multiscale urban complexity index based on 3D wavelet transform for spectral-spatial feature extraction and classification: an evaluation on the 8-channel WorldView-2 imagery. International Journal of Remote Sensing, 2012, 33(8): (20) Huang Xin*, and Zhang Liangpei. Morphological building/shadow index for building extraction from high-resolution imagery over urban areas. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2012, 5(1): (19) Zhang Lefei, Zhang Liangpei, Tao Dacheng, and Huang Xin*. On combining multiple features for hyperspectral remote sensing image classification. IEEE Transactions on Geoscience and Remote Sensing, 2012, 50(3): **********2011********** (18) Huang Xin*, Zhang Liangpei, and Gong Wei. Information fusion of aerial images and LIDAR data in urban areas: vector stacking, re-classification, and post-processing approaches. International Journal of Remote Sensing, 2011, 32(1): (17) Huang Xin*, and Zhang Liangpei. A multidirectional and multiscale morphological index for automatic building extraction from mutispectral GeoEye-1 imagery. Photogrammetric Engineering and Remote Sensing, 2011, 77(7): (16) Tang Yuqi, Zhang Liangpei, and Huang Xin*. Object-oriented change detection based on the Kolmogorov Smirnov test using high-resolution multispectral imagery. International

6 Journal of Remote Sensing, 2011, 32(20): (15) Zhang Qian, Zhang Liangpei, and Huang Xin*. Classification of high spatial resolution imagery based on distance-weighted MRF with an improved ICM method. International Journal of Remote Sensing, 2011, 32(24): (14) Zhang Lefei, Zhang Liangpei, Tao Dacheng, and Huang Xin*. A multi-feature tensor for remote sensing target recognition. IEEE Geoscience and Remote Sensing Letters, 2011, 8(2): (13) Song Shalei, Gong Wei, Zhu Bo, and Huang Xin*. Wavelength selection and spectral discrimination for paddy rice, with laboratory measurements of hyperspectral leaf reflectance. ISPRS Journal of Photogrammetry and Remote Sensing, 2011, 66(5): **********2010********** (12) Huang Xin*, and Zhang Liangpei. Comparison of vector stacking, multi-svms fuzzy output, and multi-svms voting methods for multiscale VHR urban mapping. IEEE Geoscience and Remote Sensing Letters, 2010, 7(2): (11) Zhang Liangpei, and Huang Xin*. Object-oriented subspace analysis for airborne hyperspectral remote sensing imagery, Neurocomputing, 2010, 73(4-6): (10) Wang Zhongwu, Liu Shunxi, You Shucheng, and Huang Xin*. Simulation of low-resolution panchromatic images by multivariate linear regression for pan-sharpening Ikonos imageries. IEEE Geoscience and Remote Sensing Letters, 2010, 7(3): **********2009********** (9) Huang Xin*, Zhang Liangpei, and Wang Le. Evaluation of morphological texture features for mangrove forest mapping and species discrimination using multispectral IKONOS imagery. IEEE Geoscience and Remote Sensing Letters, 2009, 6(3): (8) Huang Xin* and Zhang Liangpei. A comparative study of spatial approaches for urban mapping using hyperspectral ROSIS images over Pavia city, northern of Italy. International Journal of Remote Sensing, 2009, 30(12): (7) Huang Xin* and Zhang Liangpei. Road centreline extraction from high resolution imagery based on multiscale structural features and support vector machines. International Journal of Remote Sensing, 2009, 30(8): **********2008**********

7 (6) Huang Xin* and Zhang Liangpei. An adaptive mean-shift analysis approach for object extraction and classification from urban hyperspectral imagery. IEEE Transactions on Geoscience and Remote Sensing, 2008, 46(12): (5) Huang Xin*, Zhang Liangpei, and Li Pingxiang. A multiscale feature fusion approach for classification of very high resolution satellite imagery based on wavelet transform. International Journal of Remote Sensing, 2008, 29(20): (4) Huang Xin*, Zhang Liangpei, and Li Pingxiang. Classification of very high spatial resolution imagery based on the fusion of edge and multispectral information. Photogrammetric Engineering and Remote Sensing, 2008, 74(12): **********2007********** (3) Huang Xin*, Zhang Liangpei, Li Pingxiang. An adaptive multiscale information fusion approach for feature extraction and classification of IKONOS multispectral imagery over urban areas. IEEE Geoscience and Remote Sensing Letters, 2007, 4(4): (2) Huang Xin*, Zhang Liangpei, and Li Pingxiang. Classification and extraction of spatial features in urban areas using high resolution multispectral imagery. IEEE Geoscience and Remote Sensing Letters, 2007, 4(2): **********2006********** (1) Zhang Liangpei, Huang Xin*, Huang Bo, and Li Pingxiang. A pixel shape index coupled with spectral information for the classification of high spatial resolution remotely sensed imagery. IEEE Transactions on Geoscience and Remote Sensing, 2006, 44(10): Awards 1st place, IEEE GRSS Data Fusion Contest, National Excellent Doctoral Dissertation, Best Reviewer Award for the IEEE Geoscience and Remote Sensing Letters (IEEE GRSL), First Prize of Natural Science Award of Hubei Province, Boeing Award for the best paper in image analysis and interpretation, American Society of Photogrammetry and Remote Sensing (ASPRS), Top-10 Academic Stars, Wuhan University, Professional Service Associate Editor, IEEE Geoscience and Remote Sensing Letters, since 2014 Lead Guest Editor, IEEE Journal of Selected Topics in Earth Observations and Remote Sensing Lead Guest Editor, Journal of Applied Remote Sensing Dr. Huang is frequently served as reviewer of many international journals (>50 reviews each year for >20 Journals), including:

8 IEEE TIP, IEEE TGRS, IEEE JSTARS, IEEE GRSL, ISPRS Journal, PE&RS, IJRS, RS, RS Letters, PR Letters, JARS, Funding National Natural Science Funds for Excellent Young Scholar: Urban Remote Sensing with High Spatial Resolution Imagery: Data Analysis and Application, Major Research plan of the National Natural Science Foundation of China: Sparse Representation and Intelligent Algorithm with Multi-Task Learning for High Spatial Resolution Remotely Sensed Imagery, National Geographical Conditions Monitoring: Module and Plug-in Design for High Spatial Resolution Remote Sensing Image Processing, National Natural Science Foundation of China: A Novel Ensemble Framework Combining Pixel, Structural, and Object Features for the classification of hyperspectral image Program for New Century Excellent Talents in University: High Spatial Resolution Image Processing and Application, State Key Program of National Natural Science of China. Geometric correction, feature extraction and Intelligent Classification for Multiple-Source High Spatial Resolution Images National Natural Science Foundation of China: Multiscale Information Exploitation and Image Analysis for Remote Sensing, National Basic Research Program of China (973 Program): The Theory and Methodology of Space-Air-Ground Based Earth Observation Sensor Networks National Basic Research Program of China (973 Program): The Technology and Method of Multi-Source Data Information Extraction, Contact Information Office: 5-410, School of Remote Sensing and Information Engineering, Wuhan University Tel: xhuang@whu.edu.cn