By Associate Professor Xiuping Jia

Journal articles

Guo Y; Jia X; Paull D, 2017, 'Superpixel-Based Adaptive Kernel Selection for Angular Effect Normalization of Remote Sensing Images With Kernel Learning', IEEE Transactions on Geoscience and Remote Sensing, 55, pp. 4262 - 4271, http://dx.doi.org/10.1109/TGRS.2017.2689798

Yin J; Qv H; Luo X; Jia X, 2017, 'Segment-Oriented Depiction and Analysis for Hyperspectral Image Data', IEEE Transactions on Geoscience and Remote Sensing, 55, pp. 3982 - 3996, http://dx.doi.org/10.1109/TGRS.2017.2686444

Wang Z; Du B; Zhang L; Zhang L; Jia X, 2017, 'A Novel Semisupervised Active-Learning Algorithm for Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, 55, pp. 3071 - 3083, http://dx.doi.org/10.1109/TGRS.2017.2650938

Sun G; Zhang A; Ren J; Ma J; Wang P; Zhang Y; Jia X, 2017, 'Gravitation-based edge detection in hyperspectral images', Remote Sensing, 9, pp. 592, http://dx.doi.org/10.3390/rs9060592

Gao L; Zhao B; Jia X; Liao W; Zhang B, 2017, 'Optimized kernel minimum noise fraction transformation for hyperspectral image classification', Remote Sensing, 9, pp. 548, http://dx.doi.org/10.3390/rs9060548

Jia S; Deng B; Zhu J; Jia X; Li Q, 2017, 'Superpixel-based multitask learning framework for hyperspectral image classification', IEEE Transactions on Geoscience and Remote Sensing, 55, pp. 2575 - 2588, http://dx.doi.org/10.1109/TGRS.2017.2647815

Jia S; Hu J; Zhu J; Jia X; Li Q, 2017, 'Three-Dimensional Local Binary Patterns for Hyperspectral Imagery Classification', IEEE Transactions on Geoscience and Remote Sensing, 55, pp. 2399 - 2413, http://dx.doi.org/10.1109/TGRS.2016.2642951

Fu Y; Zhao C; Wang J; Jia X; Yang G; Song X; Feng H, 2017, 'An improved combination of spectral and spatial features for vegetation classification in hyperspectral images', Remote Sensing, 9, pp. 261, http://dx.doi.org/10.3390/rs9030261

Li F; Xin L; Guo Y; Gao J; Jia X, 2017, 'A Framework of Mixed Sparse Representations for Remote Sensing Images', IEEE Transactions on Geoscience and Remote Sensing, 55, pp. 1210 - 1221, http://dx.doi.org/10.1109/TGRS.2016.2621123

Liu Y; Li J; Du P; Plaza A; Jia X; Zhang X, 2017, 'Class-Oriented Spectral Partitioning for Remotely Sensed Hyperspectral Image Classification', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 10, pp. 691 - 711, http://dx.doi.org/10.1109/JSTARS.2016.2588980

Trisasongko BH; Panuju DR; Paull DJ; Jia X; Griffin AL, 2017, 'Comparing six pixel-wise classifiers for tropical rural land cover mapping using four forms of fully polarimetric SAR data', INTERNATIONAL JOURNAL OF REMOTE SENSING, 38, pp. 3274 - 3293, http://dx.doi.org/10.1080/01431161.2017.1292072

Zhao C; Zhao G; Jia X, 2017, 'Hyperspectral Image Unmixing Based on Fast Kernel Archetypal Analysis', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 10, pp. 331 - 346, http://dx.doi.org/10.1109/JSTARS.2016.2606504

Sun G; Chen X; Ren J; Zhang A; Jia X, 2017, 'Stratified spectral mixture analysis of medium resolution imagery for impervious surface mapping', International Journal of Applied Earth Observation and Geoinformation, 60, pp. 38 - 48, http://dx.doi.org/10.1016/j.jag.2017.04.006

Hallikainen M; Wiesbeck W; Gamba P; Judge J; Jia X, 2017, 'Awards Presented at the IGARSS 2017 Banquet [Conference Reports]', IEEE Geoscience and Remote Sensing Magazine, 5, pp. 94 - 107, http://dx.doi.org/10.1109/mgrs.2017.2762838

Liu T; Gu Y; Jia X; Benediktsson JA; Chanussot J, 2016, 'Class-Specific Sparse Multiple Kernel Learning for Spectral-Spatial Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, 54, pp. 7351 - 7365, http://dx.doi.org/10.1109/TGRS.2016.2600522

Li S; Lu T; Fang L; Jia X; Benediktsson JA, 2016, 'Probabilistic Fusion of Pixel-Level and Superpixel-Level Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, 54, pp. 7416 - 7420, http://dx.doi.org/10.1109/TGRS.2016.2603190

Li S; Ni L; Jia X; Gao L; Zhang B; Peng M, 2016, 'Multi-scale superpixel spectral–spatial classification of hyperspectral images', International Journal of Remote Sensing, 37, pp. 4905 - 4922, http://dx.doi.org/10.1080/01431161.2016.1225175

Chen Y; Jiang H; Li C; Jia X; Ghamisi P, 2016, 'Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Neural Networks', IEEE Transactions on Geoscience and Remote Sensing, 54, pp. 6232 - 6251, http://dx.doi.org/10.1109/TGRS.2016.2584107

Sun G; Zhang A; Jia X; Li X; Ji S; Wang Z, 2016, 'DMMOGSA: Diversity-enhanced and memory-based multi-objective gravitational search algorithm', Information Sciences, 363, pp. 52 - 71, http://dx.doi.org/10.1016/j.ins.2016.05.007

Yin J; Yu W; Jia X, 2016, 'Hybrid Norm Pursuit Method for Hyperspectral Image Reconstruction', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9, pp. 4492 - 4500, http://dx.doi.org/10.1109/JSTARS.2016.2535467

Li X; Jia X; Wang L; Zhao K, 2016, 'Reduction of Spectral Unmixing Uncertainty Using Minimum-Class-Variance Support Vector Machines', IEEE Geoscience and Remote Sensing Letters, 13, pp. 1335 - 1339, http://dx.doi.org/10.1109/LGRS.2016.2584660

Zhao G; Zhao C; Jia X, 2016, 'Multilayer Unmixing for Hyperspectral Imagery with Fast Kernel Archetypal Analysis', IEEE Geoscience and Remote Sensing Letters, PP, http://dx.doi.org/10.1109/LGRS.2016.2595102

Jia S; Hu J; Xie Y; Shen L; Jia X; Li Q, 2016, 'Gabor Cube Selection Based Multitask Joint Sparse Representation for Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, 54, pp. 3174 - 3187, http://dx.doi.org/10.1109/TGRS.2015.2513082

Gu Y; Liu T; Jia X; Benediktsson JA; Chanussot J, 2016, 'Nonlinear Multiple Kernel Learning with Multiple-Structure-Element Extended Morphological Profiles for Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, 54, pp. 3235 - 3247, http://dx.doi.org/10.1109/TGRS.2015.2514161

Chen T; Niu R; Jia X, 2016, 'A comparison of information value and logistic regression models in landslide susceptibility mapping by using GIS', Environmental Earth Sciences, 75, http://dx.doi.org/10.1007/s12665-016-5317-y

Xu M; Jia X; Pickering M; Plaza AJ, 2016, 'Cloud removal based on sparse representation via multitemporal dictionary learning', IEEE Transactions on Geoscience and Remote Sensing, 54, pp. 2998 - 3006, http://dx.doi.org/10.1109/TGRS.2015.2509860

Sun G; Chen X; Jia X; Yao Y; Wang Z, 2016, 'Combinational Build-Up Index (CBI) for Effective Impervious Surface Mapping in Urban Areas', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9, pp. 2081 - 2092, http://dx.doi.org/10.1109/JSTARS.2015.2478914

Hossain MA; Jia X; Benediktsson JA, 2016, 'One-Class Oriented Feature Selection and Classification of Heterogeneous Remote Sensing Images', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9, pp. 1606 - 1612, http://dx.doi.org/10.1109/JSTARS.2015.2506268

Xu M; Pickering M; Plaza AJ; Jia X, 2016, 'Thin cloud removal based on signal transmission principles and spectral mixture analysis', IEEE Transactions on Geoscience and Remote Sensing, 54, pp. 1659 - 1669, http://dx.doi.org/10.1109/TGRS.2015.2486780

Li J; Khodadadzadeh M; Plaza A; Jia X; Bioucas-Dias JM, 2016, 'A Discontinuity Preserving Relaxation Scheme for Spectral-Spatial Hyperspectral Image Classification', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9, pp. 625 - 639, http://dx.doi.org/10.1109/JSTARS.2015.2470129

Zhang G; Jia X; Hu J, 2015, 'Superpixel-based graphical model for remote sensing image mapping', IEEE Transactions on Geoscience and Remote Sensing, 53, pp. 5861 - 5871, http://dx.doi.org/10.1109/TGRS.2015.2423688

Gu Y; Wang Q; Jia X; Benediktsson JA, 2015, 'A Novel MKL Model of Integrating LiDAR Data and MSI for Urban Area Classification', IEEE Transactions on Geoscience and Remote Sensing, 53, pp. 5312 - 5326, http://dx.doi.org/10.1109/TGRS.2015.2421051

Wang J; Cao X; Chen J; Jia X, 2015, 'Assessment of Multiple Scattering in the Reflectance of Semiarid Shrublands', IEEE Transactions on Geoscience and Remote Sensing, 53, pp. 4910 - 4921, http://dx.doi.org/10.1109/TGRS.2015.2413409

Li X; Jia X; Wang L; Zhao K, 2015, 'On spectral unmixing resolution using extended support vector machines', IEEE Transactions on Geoscience and Remote Sensing, 53, pp. 4985 - 4996, http://dx.doi.org/10.1109/TGRS.2015.2415587

Yin J; Sun J; Jia X, 2015, 'Sparse Analysis Based on Generalized Gaussian Model for Spectrum Recovery with Compressed Sensing Theory', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 8, pp. 2752 - 2759, http://dx.doi.org/10.1109/JSTARS.2014.2336834

Chen Y; Zhao X; Jia X, 2015, 'Spectral-Spatial Classification of Hyperspectral Data Based on Deep Belief Network', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 8, pp. 2381 - 2392, http://dx.doi.org/10.1109/JSTARS.2015.2388577

Xu J; Hu J; Jia X, 2015, 'A multistaged automatic restoration of noisy microscopy cell images', IEEE Journal of Biomedical and Health Informatics, 19, pp. 367 - 376, http://dx.doi.org/10.1109/JBHI.2014.2305445

Yin J; Li H; Jia X, 2015, 'Crater detection based on gist features', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 8, pp. 23 - 29, http://dx.doi.org/10.1109/JSTARS.2014.2375066

Mamun M; Jia X; Ryan MJ, 2014, 'Nonlinear elastic model for flexible prediction of remotely sensed multitemporal images', IEEE Geoscience and Remote Sensing Letters, 11, pp. 1005 - 1009, http://dx.doi.org/10.1109/LGRS.2013.2284358

Tuia D; Merényi E; Jia X; Grana-Romay M, 2014, 'Foreword to the special issue on machine learning for remote sensing data processing', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 7, pp. 1007 - 1011, http://dx.doi.org/10.1109/JSTARS.2014.2311915

Jia X; Wang L, 2014, 'Fuzzy assessment of spectral unmixing algorithms', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 7, pp. 1947 - 1955, http://dx.doi.org/10.1109/JSTARS.2013.2264313

Wu C; Deng C; Jia X, 2014, 'Spatially constrained multiple endmember spectral mixture analysis for quantifying subpixel urban impervious surfaces', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 7, pp. 1976 - 1984, http://dx.doi.org/10.1109/JSTARS.2014.2318018

Hossain MA; Jia X; Pickering M, 2014, 'Subspace Detection Using a Mutual Information Measure for Hyperspectral Image Classification', IEEE Geoscience and Remote Sensing Letters, 11, pp. 424 - 428, http://dx.doi.org/10.1109/LGRS.2013.2264471

Kwok NM; Shi HY; Ha QP; Fang G; Chen SY; Jia X, 2013, 'Simultaneous image color correction and enhancement using particle swarm optimization', Engineering Applications of Artificial Intelligence, 26, pp. 2356 - 2371, http://dx.doi.org/10.1016/j.engappai.2013.07.023

Inggs M; Jia X; Jones S; Lowell K, 2013, 'The GRSS Summer School Melbourne 2013', IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 1, pp. 42 - 45, http://dx.doi.org/10.1109/MGRS.2013.2277554

Gu Y; Wang S; Jia X, 2013, 'Spectral unmixing in multiple-kernel hilbert space for hyperspectral imagery', IEEE Transactions on Geoscience and Remote Sensing, 51, pp. 3968 - 3981, http://dx.doi.org/10.1109/TGRS.2012.2227757

Yin J; Gao C; Jia X, 2013, 'A New Target Detector for Hyperspectral Data Using Cointegration Theory', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 6, pp. 638 - 643

Jia X; Kuo B-C; Crawford MM, 2013, 'Feature mining for hyperspectral image classification', Proceedings of the IEEE, 101, pp. 676 - 697, http://dx.doi.org/10.1109/JPROC.2012.2229082

Yin J; Gao C; Jia X, 2013, 'Wavelet packet analysis and gray model for feature extraction of hyperspectral data', IEEE Geoscience and Remote Sensing Letters, 10, pp. 682 - 686, http://dx.doi.org/10.1109/LGRS.2012.2218569

Li S; Zhang B; Li A; Jia X; Gao L; Peng M, 2012, 'Hyperspectral imagery clustering with neighborhood constraints', IEEE Geoscience and Remote Sensing Letters, pp. 588 - 592, http://dx.doi.org/10.1109/LGRS.2012.2215005

Back to profile page