By Associate Professor Xiuping Jia

Journal articles

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

, 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

Conference Papers

Zhang J; Hu J; Jia X, 2023, 'Learning Discriminative Features with Attention Based Dual-Stream Decoder for Weakly Supervised Solar Panel Mapping', in Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing, http://dx.doi.org/10.1109/WHISPERS61460.2023.10430528

Zhang J; Jia X; Zhou J; Hu J, 2022, 'Learning Uncertainty-Aware Label Transition for Weakly Supervised Solar Panel Mapping with Aerial Images', in International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1181 - 1184, http://dx.doi.org/10.1109/IGARSS46834.2022.9884698

Zhang J; Zhang J; Jia X, 2021, 'LEARNING VIA WATCHING: A WEAKLY SUPERVISED MOVING OBJECT DETECTOR FOR SATELLITE VIDEOS', in International Geoscience and Remote Sensing Symposium (IGARSS), pp. 2333 - 2336, http://dx.doi.org/10.1109/IGARSS47720.2021.9554146

Zhang J; Jia X; Hu J, 2021, 'WEAKLY SUPERVISED SOLAR PANEL MAPPING USING RESIDUAL AGGREGATED NETWORK FOR AERIAL IMAGES', in International Geoscience and Remote Sensing Symposium (IGARSS), pp. 2787 - 2790, http://dx.doi.org/10.1109/IGARSS47720.2021.9555007

Zhang J; Jia X; Hu J, 2020, 'Pseudo Supervised Solar Panel Mapping based on Deep Convolutional Networks with Label Correction Strategy in Aerial Images', in 2020 Digital Image Computing: Techniques and Applications, DICTA 2020, Online, presented at 2020 Digital Image Computing: Techniques and Applications (DICTA), Online, 30 November 2020 - 02 December 2020, http://dx.doi.org/10.1109/DICTA51227.2020.9363379

Zhang J; Jia X; Hu J, 2020, 'Low-Rank Matrix Decomposition with Superpixel-Based Structured Sparse Regularization for Moving Object Detection in Satellite Videos', in ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, pp. 941 - 948, http://dx.doi.org/10.5194/isprs-annals-V-2-2020-941-2020

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