By Associate Professor Xiuping Jia

Books

Jia X, 2022, Field Guide to Hyperspectral/multispectral Image Processing

Jia X; Richards JA, 1999, Remote Sensing Digital Image Analysis, Springer-Verlag, Berlin, Germany

Richards JA; Jia X, 1999, Remote Sensing Digital Image Analysis, Springer Berlin Heidelberg, http://dx.doi.org/10.1007/978-3-662-03978-6

Book Chapters

Li M; Jia X, 2022, 'Grassland Classification for Livestock Management Using Multispectral Remote Sensing Imagery', in Advances in Science, Technology and Innovation, pp. 391 - 394, http://dx.doi.org/10.1007/978-3-030-72896-0_89

Jia X, 2017, 'Supervised classification', in Richardson D (ed.), International Encyclopedia of Geography, 15 Volume Set People, the Earth, Environment and Technology, John Wiley & Sons

Sarker CD; Jia X; Fraser D, 2015, 'Spectral unmixing with estimated adaptive endmember index using extended support vector machine', in Dutt AK; Noble A; Costa F; Thakur S; Thakur R; Sharma HA (ed.), Spatial Diversity and Dynamics in Resources and Urban Development: Volume 1: Regional Resources, Springer, pp. 37 - 72, http://dx.doi.org/10.1007/978-94-017-9771-9

Dey Sarker C; Jia X; Wang L; Fraser D; Lymburner L, 2015, 'Spectral Unmixing with Estimated Adaptive Endmember Index Using Extended Support Vector Machine', in Spatial Diversity and Dynamics in Resources and Urban Development, Springer Netherlands, pp. 37 - 71, http://dx.doi.org/10.1007/978-94-017-9771-9_3

Ng TF; Jia X; Fraser D; Pham TD, 2013, 'Fuzzy knowledge-based subspace clustering for life science data analysis', in Pham TD; Jain LC (ed.), Knowledge-Based Systems in Biomedicine and Computational Life Science, Springer, pp. 177 - 213, http://dx.doi.org/10.1007/978-3-642-33015-5_8

Li F; Jia X; Fraser D; Lambert AJ, 2012, 'Super Resolution for multispectral image classification', in Gunturk BK; Li X (ed.), Image Restoration: fundamentals and advances, CRC Press, pp. 217 - 247

Jia X; Richards J, 2007, 'Hyperspectral Data Representation', in Chang CI (ed.), Hyperspectral Data Exploitation ? Theory and Applications, John Wiley & Sons, Hoboken, New Jersey, USA, pp. 205 - 225

Wang L; Jia X; Zhang Y, 2006, 'Construction of Fast and Robust N-FINDR Algorithm', in Huang D; Irwin G (ed.), Intelligent Computing in Signal Processing and Pattern Recognition International Conference on Intelligent Computing, August, 2006, Springer Verlag, pp. 791 - 796

Journal articles

Hong D; Zhang B; Li X; Li Y; Li C; Yao J; Yokoya N; Li H; Ghamisi P; Jia X; Plaza A; Gamba P; Benediktsson JA; Chanussot J, 2024, 'SpectralGPT: Spectral Remote Sensing Foundation Model.', IEEE Trans Pattern Anal Mach Intell, PP, http://dx.doi.org/10.1109/TPAMI.2024.3362475

Li Z; Zhang A; Sun G; Han Z; Jia X, 2024, 'Automatic impervious surface mapping in subtropical China via a terrain-guided gated fusion network', International Journal of Applied Earth Observation and Geoinformation, 127, http://dx.doi.org/10.1016/j.jag.2023.103608

Zhou M; Huang J; Yan K; Hong D; Jia X; Chanussot J; Li C, 2024, 'A General Spatial-Frequency Learning Framework for Multimodal Image Fusion', IEEE Transactions on Pattern Analysis and Machine Intelligence, http://dx.doi.org/10.1109/TPAMI.2024.3368112

Feng J; Wang Q; Zhang G; Jia X; Yin J, 2024, 'CAT: Center Attention Transformer with Stratified Spatial-Spectral Token for Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, http://dx.doi.org/10.1109/TGRS.2024.3374954

Jia S; Jiang S; Zhang S; Xu M; Jia X, 2024, 'Graph-in-Graph Convolutional Network for Hyperspectral Image Classification', IEEE Transactions on Neural Networks and Learning Systems, 35, pp. 1157 - 1171, http://dx.doi.org/10.1109/TNNLS.2022.3182715

Zhang J; Jia X; Zhou J; Zhang J; Hu J, 2024, 'Weakly Supervised Solar Panel Mapping via Uncertainty Adjusted Label Transition in Aerial Images', IEEE Transactions on Image Processing, 33, pp. 881 - 896, http://dx.doi.org/10.1109/TIP.2023.3336170

Sun G; Li Z; Zhang A; Wang X; Yan K; Jia X; Liu Q; Li J, 2023, 'A 10-m resolution impervious surface area map for the greater Mekong subregion from remote sensing images', Scientific Data, 10, http://dx.doi.org/10.1038/s41597-023-02518-z

Zhang X; Zhang T; Wang G; Zhu P; Tang X; Jia X; Jiao L, 2023, 'Remote Sensing Object Detection Meets Deep Learning: A metareview of challenges and advances', IEEE Geoscience and Remote Sensing Magazine, 11, pp. 8 - 44, http://dx.doi.org/10.1109/MGRS.2023.3312347

Fu H; Sun G; Zhang L; Zhang A; Ren J; Jia X; Li F, 2023, 'Three-dimensional singular spectrum analysis for precise land cover classification from UAV-borne hyperspectral benchmark datasets', ISPRS Journal of Photogrammetry and Remote Sensing, 203, pp. 115 - 134, http://dx.doi.org/10.1016/j.isprsjprs.2023.07.013

Wang G; Zhang X; Peng Z; Jia X; Tang X; Jiao L, 2023, 'MOL: Towards accurate weakly supervised remote sensing object detection via Multi-view nOisy Learning', ISPRS Journal of Photogrammetry and Remote Sensing, 196, pp. 457 - 470, http://dx.doi.org/10.1016/j.isprsjprs.2023.01.011

Xu M; Peng Y; Zhang Y; Jia X; Jia S, 2023, 'AACNet: Asymmetric Attention Convolution Network for Hyperspectral Image Dehazing', IEEE Transactions on Geoscience and Remote Sensing, 61, http://dx.doi.org/10.1109/TGRS.2023.3321294

Ye F; Wu Z; Jia X; Chanussot J; Xu Y; Wei Z, 2023, 'Bayesian Nonlocal Patch Tensor Factorization for Hyperspectral Image Super-Resolution', IEEE Transactions on Image Processing, 32, pp. 5877 - 5892, http://dx.doi.org/10.1109/TIP.2023.3326687

Zhu X; Zhang H; Hu B; Huang K; Arun PV; Jia X; Zhao D; Wang Q; Zhou H; Yang S, 2023, 'DSP-Net: A Dynamic Spectral-Spatial Joint Perception Network for Hyperspectral Target Tracking', IEEE Geoscience and Remote Sensing Letters, 20, http://dx.doi.org/10.1109/LGRS.2023.3324967

Gao L; Li J; Zheng K; Jia X, 2023, 'Enhanced Autoencoders with Attention-Embedded Degradation Learning for Unsupervised Hyperspectral Image Super-Resolution', IEEE Transactions on Geoscience and Remote Sensing, 61, http://dx.doi.org/10.1109/TGRS.2023.3267890

Dong W; Yang Y; Qu J; Li Y; Yang Y; Jia X, 2023, 'Feature Pyramid Fusion Network for Hyperspectral Pansharpening', IEEE Transactions on Neural Networks and Learning Systems, http://dx.doi.org/10.1109/TNNLS.2023.3325887

Zhang T; Zhang X; Zhu P; Jia X; Tang X; Jiao L, 2023, 'Generalized few-shot object detection in remote sensing images', ISPRS Journal of Photogrammetry and Remote Sensing, 195, pp. 353 - 364, http://dx.doi.org/10.1016/j.isprsjprs.2022.12.004

Zhang J; Lei J; Xie W; Li Y; Yang G; Jia X, 2023, 'Guided Hybrid Quantization for Object Detection in Remote Sensing Imagery via One-to-One Self-Teaching', IEEE Transactions on Geoscience and Remote Sensing, 61, http://dx.doi.org/10.1109/TGRS.2023.3293147

Lv Z; Liu J; Sun W; Lei T; Benediktsson JA; Jia X, 2023, 'Hierarchical Attention Feature Fusion-Based Network for Land Cover Change Detection with Homogeneous and Heterogeneous Remote Sensing Images', IEEE Transactions on Geoscience and Remote Sensing, 61, http://dx.doi.org/10.1109/TGRS.2023.3334521

Zhao C; Qin B; Feng S; Zhu W; Sun W; Li W; Jia X, 2023, 'Hyperspectral Image Classification with Multi-Attention Transformer and Adaptive Superpixel Segmentation-Based Active Learning', IEEE Transactions on Image Processing, 32, pp. 3606 - 3621, http://dx.doi.org/10.1109/TIP.2023.3287738

Sun G; Pan Z; Zhang A; Jia X; Ren J; Fu H; Yan K, 2023, 'Large Kernel Spectral and Spatial Attention Networks for Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, 61, http://dx.doi.org/10.1109/TGRS.2023.3292065

Zhang R; Zhang G; Yin J; Jia X; Mian A, 2023, 'Mesh-Based DGCNN: Semantic Segmentation of Textured 3-D Urban Scenes', IEEE Transactions on Geoscience and Remote Sensing, 61, http://dx.doi.org/10.1109/TGRS.2023.3266273

Zhao Y; Sun G; Zhang L; Zhang A; Jia X; Han Z, 2023, 'MSRF-Net: Multiscale Receptive Field Network for Building Detection From Remote Sensing Images', IEEE Transactions on Geoscience and Remote Sensing, 61, http://dx.doi.org/10.1109/TGRS.2023.3282926

Pan Z; Ding S; Sun G; Zhang A; Jia X; Fu H, 2023, 'Multi-scale spectral-spatial dual-transformer network for hyperspectral image classification', International Journal of Remote Sensing, 44, pp. 2480 - 2494, http://dx.doi.org/10.1080/01431161.2023.2203340

Wang Q; Luo X; Feng J; Zhang G; Jia X; Yin J, 2023, 'Multiscale Prototype Contrast Network for High-Resolution Aerial Imagery Semantic Segmentation', IEEE Transactions on Geoscience and Remote Sensing, 61, http://dx.doi.org/10.1109/TGRS.2023.3292919

Ma P; Ren J; Sun G; Zhao H; Jia X; Yan Y; Zabalza J, 2023, 'Multiscale Superpixelwise Prophet Model for Noise-Robust Feature Extraction in Hyperspectral Images', IEEE Transactions on Geoscience and Remote Sensing, 61, http://dx.doi.org/10.1109/TGRS.2023.3260634

Dong W; Qu J; Xiao S; Zhang T; Li Y; Jia X, 2023, 'Noise Prior Knowledge Informed Bayesian Inference Network for Hyperspectral Super-Resolution', IEEE Transactions on Image Processing, 32, pp. 3121 - 3135, http://dx.doi.org/10.1109/TIP.2023.3278080

Fu H; Sun G; Zhang A; Shao B; Ren J; Jia X, 2023, 'Tensor Singular Spectrum Analysis for 3-D Feature Extraction in Hyperspectral Images', IEEE Transactions on Geoscience and Remote Sensing, 61, http://dx.doi.org/10.1109/TGRS.2023.3272669

Li J; Zheng K; Li Z; Gao L; Jia X, 2023, 'X-Shaped Interactive Autoencoders With Cross-Modality Mutual Learning for Unsupervised Hyperspectral Image Super-Resolution', IEEE Transactions on Geoscience and Remote Sensing, 61, http://dx.doi.org/10.1109/TGRS.2023.3300043

Zhang J; Jia X; Hu J; Tan K, 2022, 'Moving Vehicle Detection for Remote Sensing Video Surveillance with Nonstationary Satellite Platform', IEEE Transactions on Pattern Analysis and Machine Intelligence, 44, pp. 5185 - 5198, http://dx.doi.org/10.1109/TPAMI.2021.3066696

Pan F; Wu Z; Jia X; Liu Q; Xu Y; Wei Z, 2022, 'A Temporal-Reliable Method for Change Detection in High-Resolution Bi-Temporal Remote Sensing Images', Remote Sensing, 14, http://dx.doi.org/10.3390/rs14133100

Sun G; Fu H; Ren J; Zhang A; Zabalza J; Jia X; Zhao H, 2022, 'SpaSSA: Superpixelwise Adaptive SSA for Unsupervised Spatial-Spectral Feature Extraction in Hyperspectral Image', IEEE Transactions on Cybernetics, 52, pp. 6158 - 6169, http://dx.doi.org/10.1109/TCYB.2021.3104100

Zhong J; Li Y; Xie W; Lei J; Jia X, 2022, 'Multi-Prior Twin Least-Square Network for Anomaly Detection of Hyperspectral Imagery', Remote Sensing, 14, http://dx.doi.org/10.3390/rs14122859

Zhang A; Pan Z; Fu H; Sun G; Rong J; Ren J; Jia X; Yao Y, 2022, 'Superpixel Nonlocal Weighting Joint Sparse Representation for Hyperspectral Image Classification', Remote Sensing, 14, http://dx.doi.org/10.3390/rs14092125

Liu TZ; Gu YF; Jia XP, 2022, 'Class-guided coupled dictionary learning for multispectral-hyperspectral remote sensing image collaborative classification', Science China Technological Sciences, 65, pp. 744 - 758, http://dx.doi.org/10.1007/s11431-021-1978-6

Xu M; Deng F; Jia S; Jia X; Plaza AJ, 2022, 'Attention mechanism-based generative adversarial networks for cloud removal in Landsat images', Remote Sensing of Environment, 271, http://dx.doi.org/10.1016/j.rse.2022.112902

Sun G; Cheng J; Zhang A; Jia X; Yao Y; Jiao Z, 2022, 'Hierarchical fusion of optical and dual-polarized SAR on impervious surface mapping at city scale', ISPRS Journal of Photogrammetry and Remote Sensing, 184, pp. 264 - 278, http://dx.doi.org/10.1016/j.isprsjprs.2021.12.008

Jia S; Liao J; Xu M; Li Y; Zhu J; Sun W; Jia X; Li Q, 2022, '3-D Gabor Convolutional Neural Network for Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, 60, http://dx.doi.org/10.1109/TGRS.2021.3087186

Zuo R; Zhang G; Zhang R; Jia X, 2022, 'A Deformable Attention Network for High-Resolution Remote Sensing Images Semantic Segmentation', IEEE Transactions on Geoscience and Remote Sensing, 60, http://dx.doi.org/10.1109/TGRS.2021.3119537

Jia S; Yuan Y; Li N; Liao J; Huang Q; Jia X; Xu M, 2022, 'A Multiscale Superpixel-Level Group Clustering Framework for Hyperspectral Band Selection', IEEE Transactions on Geoscience and Remote Sensing, 60, http://dx.doi.org/10.1109/TGRS.2022.3150361

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