By Associate Professor Xiuping Jia

Journal articles

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

, 2012, 'Integrating remotely sensed data, GIS and expert knowledge to update object-based land use/land cover information', International Journal of Remote Sensing, 33, pp. 905 - 921

Van der meera FD; Jia X, 2012, 'Collinearity and orthogonality of endmembers in linear spectral unmixing', International Journal of Applied Earth Observation and Geoinformation, 18, pp. 491 - 503, http://dx.doi.org/10.1016/j.jag.2011.10.004

Ng TF; Pham TD; Jia X, 2012, 'Feature interaction in subspace clustering using the Choquet integral', Pattern Recognition, 45, pp. 2645 - 2660, http://dx.doi.org/10.1016/j.patcog.2012.01.019

Luo W; Zhang B; Jia X, 2012, 'New improvements in parallel implementation of N-FINDR algorithm', IEEE Transactions on Geoscience and Remote Sensing, 50, pp. 3648 - 3659, http://dx.doi.org/10.1109/TGRS.2012.2185056

Hasan M; Pickering MR; Jia X, 2012, 'Robust automatic registration of multimodal satellite images using CCRE with partial volume interpolation', IEEE Transactions on Geoscience and Remote Sensing, 50, pp. 4050 - 4061, http://dx.doi.org/10.1109/TGRS.2012.2187456

Zhang G; Jia X, 2012, 'Simplified conditional random fields with class boundary constraint for spectral-spatial based remote sensing image classification', IEEE Geoscience and Remote Sensing Letters, 9, pp. 856 - 860, http://dx.doi.org/10.1109/LGRS.2012.2186279

Yin J; Gao C; Jia X, 2012, 'Using Hurst and Lyapunov Exponent For Hyperspectral Image Feature Extraction', IEEE Geoscience and Remote Sensing Letters, 9, pp. 705 - 709, http://dx.doi.org/10.1109/LGRS.2011.2179005

Renzullo L; Youngentob KN; Held AA; Jia X; Lindenmayer D; Foley W, 2012, 'Using imaging spectroscopy to estimate integrated measures of foliage nutritional quality', Methods in Ecology and Evolution, 3, pp. 416 - 426, http://dx.doi.org/10.1111/j.2041-210X.2011.00149.x

Plaza A; Du Q; Bioucas-Dias JM; Jia X; Kruse FA, 2011, 'Foreword to the special issue on spectral unmixing of remotely sensed data', IEEE Transactions on Geoscience and Remote Sensing, 49, pp. 4103 - 4105, http://dx.doi.org/10.1109/TGRS.2011.2167193

Chen X; Chen J; Jia X; Somers B; Wu J; Coppin P, 2011, 'A quantitative analysis of virtual endmembers' increased impact on the collinearity effect in spectral unmixing', IEEE Transactions on Geoscience and Remote Sensing, 49, pp. 2945 - 2956, http://dx.doi.org/10.1109/TGRS.2011.2121073

Jia X; Zhang B; Li S; Gao L; Peng M, 2011, 'Adaptive Markov Random Field Approach for Classification of Hyperspectral Imagery', Geoscience and Remote Sensing Letters, 8, pp. 973 - 977, http://dx.doi.org/10.1109/LGRS.2011.2145353

Youngentob KN; Roberts DA; Held AA; Dennison PE; Jia X; Lindenmayer D, 2011, 'Mapping two Eucalyptus subgenera using multiple endmember spectral mixture analysis and continuum-removed imaging spectrometry data', Remote Sensing of Environment, 115, pp. 1115 - 1128, http://dx.doi.org/10.1016/j.rse.2010.12.012

Xiao Y; Tien D; Jia X, 2010, 'Region-based perceptual grouping for road extraction from high-resolution images', International Journal of Intelligent Systems Technologies and Applications, 9, pp. 208 - 217, http://dx.doi.org/10.1504/IJISTA.2010.036576

Huang ZF; Jia X; Ge L, 2010, 'Sampling Approaches for One-Pass Land-use/land-cover Change Mapping', International Journal of Remote Sensing, 31, pp. 1543 - 1554, http://dx.doi.org/10.1080/01431160903475399

Li F; Jia X; Fraser D; Lambert AJ, 2010, 'Super resolution for remote sensing images based on a Universal Hidden Markov Tree Model', IEEE Transactions on Geoscience and Remote Sensing, 48, pp. 1270 - 1278, http://dx.doi.org/10.1109/TGRS.2009.2031636

Wang L; Jia X, 2009, 'Integration of Soft and Hard Classifications Using Extended Support Vector Machines', IEEE Geoscience and Remote Sensing Letters, 6, pp. 543 - 547, http://dx.doi.org/10.1109/LGRS.2009.2020924

Li F; Jia X; Fraser D, 2009, 'Superresolution reconstruction of multispectral data for improved image classification', IEEE Geoscience and Remote Sensing Letters, 6, pp. 689 - 693, http://dx.doi.org/10.1109/LGRS.2009.2023604

Jia X; Richards JA, 2008, 'Managing the spectral-spatial mix in context classification using Markov random fields', IEEE Geoscience and Remote Sensing Letters, 5, pp. 311 - 314

Richards JA; Jia X, 2008, 'Using Suitable Neighbors to Augment the Training Set in Hyperspectral Maximum Likelihood Classification', IEEE Geoscience and Remote Sensing Letters, 5, pp. 774 - 777

Richards JA; Jia X, 2007, 'A Dempster-Shafer relaxation approach to context classification', IEEE Transactions on Geoscience and Remote Sensing, 45, pp. 1422 - 1431

Wang L; Jia X; Zhang Y, 2007, 'A novel geometry-based feature-selection technique for hyperspectral imagery', IEEE Geoscience and Remote Sensing Letters, 4, pp. 171 - 175

Huang ZF; Jia X; Turner B; Dury S; Wallis I; Foley W, 2007, 'Estimating nitrogen in eucalypt foliage by automatically extracting tree spectra from HyMap (TM) data', Photogrammetric Engineering and Remote Sensing, 73, pp. 397 - 401

Li F; Fraser D; Jia X, 2006, 'Improved IBP for super-resolving remote sensing images', Geographic Information Sciences, 12, pp. 106 - 111, http://dx.doi.org/10.1080/10824000609480624

Zhang B; Jia X; Chen Z; Tong Q, 2006, 'A patch-based image classification by integrating hyperspectral data with GIS', International Journal of Remote Sensing, 27, pp. 3337 - 3346

Richards JA; Jia X, 2006, 'Remote Sensing Digital Image Analysis An Introduction',

Jia X; Richards JA, 2005, 'Fast k-NN classification using the cluster-space approach', IEEE Geoscience and Remote Sensing Letters, 2, pp. 225 - 228, http://dx.doi.org/10.1109/LGRS.2005.846437

Jia X; Richards JA, 2003, 'Efficient transmission and classification of hyperspectral image data', IEEE Transactions on Geoscience and Remote Sensing, 41, pp. 1129 - 1131, http://dx.doi.org/10.1109/TGRS.2003.810710

Jia X, 2003, 'On error correction and accuracy assessment of satellite imagery registration', The Globe, 54, pp. 35 - 38

Jia X; Richards J, 2002, 'Cluster-Space Representation for Hyperspectral Data Classification', IEEE Transactions on Geoscience and Remote Sensing, 40, pp. 593 - 598

Jia X; Richards JA, 1999, 'Segmented Principal Components Transformation for Efficient Hyperspectral Remote-Sensing Image Display and Classification', IEEE Transactions on Geoscience and Remote Sensing, pp. 538 - 542

Jia X; Richards JA, 1998, 'Progressive Two-Class Decision Classifier for Optimization of Class Discrimination', Remote Sensing of Environment, pp. 289 - 297

Jia X; Richards JA, 1994, 'Efficient Maximum Likelihood Classification for Imaging Spectrometer Data Sets', IEEE Transactions on Geoscience and Remote Sensing, 32, pp. 274 - 281, http://dx.doi.org/10.1109/36.295042

Jia X; Richards JA, 1993, 'Binary coding of imaging spectrometer data for fast spectral matching and classification', Remote Sensing of Environment, 43, pp. 47 - 53, http://dx.doi.org/10.1016/0034-4257(93)90063-4

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