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Preprints

  1. The UAVid Dataset for Video Semantic Segmentation [arXiv], [Page].
    Y. Lyu, G. Vosselman, G.-S. Xia, A. Yilmaz, M. Yang. arXiv:1810.10438, 2018.
  2. Texture Mixing by Interpolating Deep Statistics via Gaussian Models [arXiv], [Page].
    Z.-M. Wang, G.-S. Xia, Y. Zhang. arXiv, 2018.

Journal articles

  1. A Functional Representation for Graph Matching [PDF], [Project Page].
    F.-D. Wang, N. Xue, Y. Zhang, G.-S. Xia, M. Pelillo.
    IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), in press, 2019.
  2. Land-Cover Classification with High-resolution RS Images using Transferable Deep Models [arXiv], [Page].
    X.-Y. Tong, G.-S. Xia, Q. Lu, H. Shen, S. Li, S. You, L. Zhang.
    Remote Sensing of Environment (RSE), in press, 2019.
  3. Exploiting deep features for remote sensing image retrieval: a systematic investigation [PDF].
    X.-Y. Tong, G.-S. Xia, F. Hu, Y. Zhong, M. Datcu, L. Zhang.
    IEEE Trans. on Big Data, in press, 2019.
  4. Mini-UAV-based Remote Sensing: Techniques, Applications and Prospectives [arXiv].
    T.-Z. Xiang, G.-S. Xia, L. Zhang.
    IEEE Geoscience and Remote Sensing Magazine (GRSM), Vol. 7, No. 3, pp. 29-63, 2019.
  5. Exemplar-Based Recursive Instance Segmentation With Application to Plant Image Analysis [arXiv].
    J.-G.Yu, Y. Li, C. Gao, H.Gao, G.-S. Xia, Z. Yu and Y. Li
    IEEE Trans. on Image Processing, Vol. 29, No.9, pp.389-404, 2019.
  6. Object Tracking in Satellite Videos by Improved Correlation Filters with Motion Estimations [PDF].
    S. Xuan, S. Li, M. Han, X. Wan, G.-S. Xia.
    IEEE Trans. on Geoscience and Remote Sensing (TGRS), in press, 2019.
  7. Mining deep semnantic representations for scene classification of high-resolution remote sensing imagery [PDF]
    F. Hu, G.-S. Xia, W. Yang, L. Zhang.
    IEEE Trans. on Big Data, in press, 2019.
  8. GeoSay: A Geometric Saliency for Extracting Buildings in Remote Sensing Images [PDF], [Project Page], [codes].
    G.-S. Xia, J. Huang, N. Xue, Q. Lu, X. Zhu.
    Computer Vision and Image Understanding (CVIU), Vol. 186, No.9, pp. 37-47, 2019.
  9. Learning the synthesizability of dynamic texture samples [PDF], [Project Page].
    F. Yang, G.-S. Xia, D. Dai, L. Zhang.
    IEEE Trans. on Image Processing, Vol.28 No.5, pp.2502-2517, 2019.
  10. Image caption generation with part of speech guidance [PDF].
    X. He, B. Shi, X. Bai, G.-S. Xia, Z. Zhang, W. Dong.
    Pattern Recognition Letters, Vol. 119, pp. 229-237, 2019.
  11. Robust visible-infrared image matching by exploiting dominant edge orientations [PDF].
    H. Chen, N. Xue; Y. Zhang, Q. Lu, G.-S. Xia.
    Pattern Recognition Letter, Vol.127, No.11, pp.3-10, 2019.
  12. Pipeline Leakage Detection for District Heating Systems Using Multisource Data in Mid- and High-latitude Regions [PDF].
    Y. Zhong, Y. Xu, X. Wang, T. Jia, G.-S. Xia, A. Ma, L. Zhang
    ISPRS Journal of Photogrammetry and Remote Sensing, Vol.151, pp.207-222, 2019.
  13. Image stitching by line-guided local warping with global similarity constraint [PDF].
    T. Xiang, G.-S. Xia, X.Bai, L. Zhang.
    Pattern Recognition, Vol.83, pp.481–497, 2018.
  14. Anisotropic-scale junction detection and matching for indoor images [PDF][Code].
    N. Xue, G.-S. Xia, X. Bai, L. Zhang, W. Shen.
    IEEE Trans. on Image Processing, Vol.27, No.1, pp.78-91, 2018.
  15. Visual object tracking by correlation filters and online learning[PDF].
    X. Zhang, G.-S. Xia, Q. Lu, W. Shen, L. Zhang.
    ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 140, pp. 77-89, 2018.
  16. A survey on vision-based UAV navigation [PDF].
    Y. Lu, Z. Xue, G.-S. Xia, L. Zhang.
    Geo-spatial Information Science, Vol.21, No.1, pp.21-32, 2018.
  17. Editorial: Information processing for UAVs in surverying, mapping and navigation [PDF].
    G.-S. Xia, M. Datcu, W. Yang, X. Bai.
    Geo-spatial Information Science, Vol.21, No.1, pp.1, 2018.
  18. Analysis of large-scale UAV images using a multiscal hierachical representation [PDF].
    H. Yu, J. Wang, Y. Bai, W. Yang, G.-S. Xia.
    Geo-spatial Information Science, Vol.21, No.1, pp.33-44, 2018.
  19. Deep learning in remote sensing: a comprehensive review and list of resources [PDF].
    X.-X. Zhu, D. Tuia, L. Mou, G.-S. Xia, L. Zhang, F. Xu, F. Fraundorfer.
    IEEE Geoscience and Remote Sensing Magazine, Vol.5, No.4, pp.8-36, 2017.
  20. Texture characterization using shape co-occurrence patterns [PDF], [codes].
    G.-S. Xia, G. Liu, X. Bai, L. Zhang.
    IEEE Trans. on Image Processing, Vol.26, No. 10, pp.5005 - 5018, 2017.
  21. AID: A benchmark dataset for performance evaluation of aerial scene classification [PDF] [project-page][gitHub].
    G.-S. Xia, J. Hu, F. Hu, B. Shi, X. Bai, Y. Zhong, L. Zhang, X. Lu.
    IEEE Trans. on Geoscience and Remote Sensing, Vol. 55, No.7, pp.3965 - 3981, 2017.
  22. Retrieving aerial scene images with learned deep image-sketch features[PDF].
    T.-B Jiang, G.-S. Xia, Q. Lu, W. Shen.
    Journal of Computer Science and Technology (JCST), Vol. 32, No.4, pp. 726–737, 2017.
  23. Unsupervised classification of Polarimetric SAR Images via Riemannian sparse coding[PDF].
    N. Zhong, W. Yang, A. Cherian, X. Yang, G.-S. Xia, M. Liao.
    IEEE Trans. on Geoscience and Remote Sensing, Vol. 55, No. 9. pp. 5381-5390 2017.
  24. Multi-feature combined cloud and cloud shadow detection in GaoFen-1 wide field of view imagery[PDF].
    Z. Li, F. Shen, H. Li, G.-S. Xia, P. Gamba, L. Zhang.
    Remote Sensing of Environment, Vol. 191, pp.342-358, 2017.
  25. Active learning for training sample selection in remote sensing image classification using spatial information[PDF].
    Q. Lu, Y. Ma, G.-S. Xia.
    Remote Sensing Letters, Vol. 12, No.8, pp.1211-1220, 2017.
  26. Region-based change detection for polarimetric SAR images using Wishart mixture models [PDF].
    W. Yang, Y. Yang, T. Yan, H. Song, G.-S. Xia.
    IEEE Trans. on Geoscience and Remote Sensing, Vol.54, No.11, pp.6746-6756, 2016.
  27. Fast binary coding for the scene classification of high-resolution remote sensing imagery [PDF].
    F. Hu, G.-S. Xia, J. Hu, Y. Zhong, K. Xu.
    Remote Sensing, Vol.8, No.7, pp.555, 2016.
  28. A color-texture-structure descriptor for high-resolution satellite image classification [PDF].
    H. Yu, W. Yang, G.-S. Xia, G. Liu.
    Remote Sensing, Vol.8, No.3, pp.259, 2016.
  29. Bag-of-visual-words scene classifier with local and global features for high-spatial-resolution remote sensing imagery [PDF].
    Q. Zhu, Y. Zhong, B. Zhao, G.-S. Xia and L. Zhang.
    IEEE Geoscience and Remote Sensing Letters, Vol.13, No.6, pp.747-751, 2016.
  30. Dirichlet-derived multiple topic scene classification model fusing heterogeneous features for high-resolution remote sensing imagery [PDF].
    B. Zhao, Y. Zhong, G.-S. Xia, L. Zhang.
    IEEE Trans. on Geoscience and Remote Sensing, Vol.54, No.4, pp.2108-2123, 2016.
  31. Meaningful object segmentation from SAR images via a multi-scale non-local active contour model [PDF],[Codes].
    G.-S. Xia, G. Liu, W. Yang, L. Zhang.
    IEEE Trans. on Geoscience and Remote Sensing, Vol.54, No.4, pp.2108-2123, 2016.
  32. A computational model for object-based visual saliency: spreading attention along Gestalt cues [PDF].
    J.-G. Yu, G.-S. Xia, C. Gao and A. Samal.
    IEEE Trans. on Multimedia, Vol.18, No.2, pp.273-286, 2016.
  33. Iterative time-frequency filtering of sinusoidal signals with updated frequency estimation [PDF].
    H. Zhang, L. Yu, G.-S. Xia.
    IEEE Signal Processing Letter, Vol.23, No.1, pp.139-143, 2016.
  34. Globally consistent correspondence of multiple feature sets using proximal Gauss-Seidel relaxation [PDF].
    J.-G. Yu, G.-S. Xia, A. Samal, J. Tian.
    Pattern Recognition, Vol.51, pp.255–267, 2016.
  35. Dynamic texture recognition by aggregating spatial and temporal features via ensembles SVMs [PDF].
    F. Yang, G.-S. Xia, G. Liu, L. Zhang, X. Huang.
    Neurocomputing, Vol.173, pp.1310–1321, 2016.
  36. Multi-object tracking with inter-feedback between detection and tracking [PDF].
    S. Tian, F. Yuan, G.-S. Xia.
    Neurocomputing, Vol.171, pp.768-780, 2015.
  37. Accurate annotation of remote sensing images via active spectral clustering with little expert knowledge [PDF].
    G.-S. Xia, Z. Wang, C. Xiong, L. Zhang.
    Remote Sensing, Vol.7, No.11, pp.15014-15045, 2015.
  38. A comparative study of sampling analysis in the scene classification of high-spatial-resolution remote sensing imagery [PDF].
    J. Hu, G.-S. Xia, F.Hu, L. Zhang.
    Remote Sensing, Vol.7, No.11, pp.14988-15013, 2015.
  39. Transferring deep convolutional neural networks for the scene classification of high-resolution remote sensing imagery [PDF].
    F.Hu, G.-S. Xia, J. Hu, L. Zhang.
    Remote Sensing, Vol.7, No.11, pp.14680-14707, 2015.
  40. Small object detection in forward-looking infrared images with sea clutter via context-driven Bayesian saliency model [PDF].
    J.-G. Yu, G.-S. Xia, J. Deng, S. Liu, J. Tian.
    Infrared Physics and Technology, Vol.73, pp.175-183, 2015.
  41. Learning high-level features for satellite image classification with limited training samples [PDF].
    W. Yang, X. Yin, G.-S. Xia, J. Delon, Y. Gousseau.
    IEEE Trans. on Geoscience and Remote Sensing (TGRS), Vol.53, No.8, pp.4472-4482, 2015.
  42. Unsupervised feature learning via spectral clustering of patches for remotely sensed scene classification [PDF].
    F. Hu, G.-S. Xia, Z. Wang, X. Huang, L. Zhang.
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), Vol.8, No.5, pp.2015-2030, 2015.
  43. Automatic ship detection in SAR images using multi-scale heterogeneities and an a-contrario decision [PDF].
    X. Huang, W. Yang, H. Zhang, G.-S. Xia.
    Remote Sensing. Vol. 7, No. 6, pp.7695-7711, 2015.
  44. Synthesizing and mixing stationary Gaussian texture models [PDF].[Codes]
    G.-S. Xia, S. Ferradans, G. Peyre, J-F. Aujol.
    SIAM Journal on Imaging Science (SIIMS), Vol.7, No.1, pp.476-508, 2014.
  45. Accurate junction detection and characterization in natural images [PDF], [Codes].
    G.-S. Xia, J. Delon, Y. Gousseau.
    International Journal of Computer Vision (IJCV), Vol.106, No.1, pp.31-56, 2014.
  46. Extreme value theory-based calibration for multiple feature fusion in high-resolution satellite scene classification [PDF].
    W. Shao, W. Yang, G.-S. Xia, H. Sun.
    International Journal of Remote Sensing (IJRS), Vol.34, No.3, pp.8588-8602, 2013.
  47. Structure preserving SAR image despeckling via L0-minimization [PDF].
    G. Liu, W. Yang, G.-S. Xia, M.-S. Liao.
    Progress In Electromagnetics Research (PIER), Vol.141, pp.347-367, 2013.
  48. On the Mixed Scattering Mechanism Identification for Model-based Decomposition for Polarimetric SAR data. [PDF].
    W. Yang, H. Song, G.-S. Xia, X. Xu.
    Progress In Electromagnetics Research B (PIER B), Vol.52, pp.327-345, 2013.
  49. Statistical mid-level features for building-up area extraction from full polarimetric SAR imagery [PDF].
    W. Yang, Y. Liu, G.-S. Xia, X. Xu.
    Progress In Electromagnetics Research (PIER), Vol.132, pp.233-254, 2012.
  50. Mid-level features and spatio-temporal context for activity recognition [PDF].
    F. Yuan, G.-S. Xia, H. Sahbib, V. Prinet.
    Pattern Recognition (PR), Vol.45, No.12, pp.4182-4191, 2012.
  51. SAR-based terrain classification using weakly supervised hierarchical Markov aspect models [PDF].
    W. Yang, D. Dai, B. Triggs, G.-S. Xia.
    IEEE Trans. on Image Processing (TIP), Vol.21, No.9, pp.4232-4243, 2012.
  52. Semantic labeling of SAR images with CRFs on region adjacency graph [PDF].
    W. Yang, L. Chen, D. Dai, G.-S. Xia.
    IET Radar, Sonar and Navigation (IET RSN), Vol.5, No.8, pp.835-841, 2011.
  53. Shape-based invariant texture indexing [PDF], [Codes].
    G.-S. Xia, J. Delon, Y. Gousseau.
    International Journal of Computer Vision (IJCV), Vol.88, No.3, pp.382-403, 2010.
  54. Scene segmentation via low-dimensional semantic representation and CRFs [PDF].
    W. Yang, B. Triggs, D. Dai, G.-S. Xia.
    EURASIP Journal on Advances in Signal Processing, Vol.2010, No.1, pp.196036, 2009.
  55. Integration SAR image segmentation method using MRF on region adjacency graph [PDF].
    G.-S. Xia, C. He, H. Sun.
    IET Radar, Sonar and Navigation (IET RSN), Vol.1, No.5, pp.348-354, 2007.
  56. A rapid and automatic MRF-based clustering method for SAR images [PDF].
    G.-S. Xia, C. He, H. Sun.
    IEEE Geoscience and Remote Sensing Letters (GRSL), Vol.4, No.4, pp.596-600, 2007.
  57. A SAR images classification method based on Dempster-Shafer theory and kernel estimate [PDF].
    C. He, G.-S. Xia, H. Sun.
    Journal of Systems Engineering and Electronics, Vol.18, No.2, pp.210-216, 2007.
  58. An adaptive and iterative method of urban area extraction from SAR images [PDF].
    C. He, G.-S. Xia, H. Sun.
    IEEE Geoscience and Remote Sensing Letters (GRSL), Vol.3, No.4, pp.504-507, 2006.
  59. Image Stitching Based on Anisotropic-Scale Junction [PDF].
    T. Xiang, N. Xue, G.-S. Xia, L. Zhang.
    Journal of Signal Processing, Vol. 33, No. 4, pp. 465-417, 2017.
  60. Anisotropic diffusion on complex tensor fields for PolSAR image filtering [PDF].
    G.-S. Xia, N. Xue, Z. Wang, L. Zhang.
    Geomatics and Information Science of Wuhan University, Vol.40, No.11, pp. 2015. (in Chinese).
  61. Automatic analysis and mining of remote sensing big data [PDF].
    D. Li, L. Zhang, G.-S. Xia.
    Acta Geodaetica et Cartographica Sinica, Vol.43, No.12, pp.1211-1216, 2014. (in Chinese).
  62. Segmentation method of SAR images based on non-parametric density estimate and Markovian contexture [PDF].
    G.-S. Xia, C. He, H. Sun.
    Journal of Electronics and Information Technology, Vol. 28, No. 12, pp. 2209-2213, 2006. (in Chinese).

Conference proceedings

  1. Learning Attraction Field Representation for Robust Line Segment Detection [arXiv].
    N. Xue, S. Bai, F.-D. Wang, G.-S. Xia, T. Wu, L. Zhang.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.
  2. Learning RoI Transformer for Detecting Oriented Objects in Aerial Images [arXiv].
    J. Ding, N. Xue, Y. Long, G.-S. Xia, Q. Lu.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.
  3. Learning to Calibrate Straight Lines for Fisheye Image Rectification [arXiv].
    Z.-C Xue, N. Xue, G.-S. Xia, W. Shen.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.
  4. LIP: Learning Instance Propagation for Video Object Segmentation [arXiv].
    Y. Lyu, G. Vosselman, G.-S. Xia, M. Y. Yang
    IEEE International Conference on Computer Vision Workshops (ICCV Workshop), 2019.
  5. Multi-Scale Weighted Branch Network for Remote Sensing Image Classification [arXiv].
    K. Yang, Z. Liu, Q. Lu, G.-S. Xia.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR)- DOAI Workshop, 2019.
  6. iSAID: A Large-scale Dataset for Instance Segmentation in Aerial Images [arXiv].
    S.-W. Zamir, A. Arora, A. Gupta, S. Khan, G. Sun, F. S. Khan, F. Zhu, L. Shao, G.-S. Xia, X. Bai.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR)- DOAI Workshop, 2019.
  7. Adaptively Transforming Graph Matching [PDF].
    F.-D. Wang, N. Xue, Y.-P. Zhang, X. Bai, G.-S. Xia.
    European Conference on Computer Vision (ECCV), 2018.
  8. Rotation-sensitive Regression for Oriented Scene Text Detection [PDF].
    M. Liao, Z. Zhu, B. Shi, G.-S. Xia, X. Bai.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
  9. DOTA: A Large-scale dataset for object detection in aerial images [PDF], [Project Page] [gitHub].
    G.-S. Xia, X. Bai, J. Ding, Z. Zhu, S. Belongie, J. Luo, M. Datcu, M. Pelillo, L. Zhang.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
  10. Delving into the Synthesizability of Dynamic Texture Samples [PDF].
    F. Yang, G.-S. Xia, D. Dai, L.Zhang.
    IEEE International Conference on Pattern Recognition (ICPR): Beijing, China, 2018.
  11. Accurate Building Detection in VHR Remote Sensing Images using Geometric Saliency [PDF].
    J. Huang, G.-S. Xia, F. Hu, L.Zhang.
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Spain, 2018.
  12. Large-scale Land Cover Classification with GaoFen-2 Satellite Imagery [PDF].
    X.-Y. Tong, Q. Lu, G.-S. Xia, L. Zhang
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Spain, 2018.
  13. AID++: An Updated Version of AID on Scene Classification [PDF].
    P. Jin, G.-S. Xia, F. Hu, Q. Lu, L. Zhang
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Spain, 2018.
  14. Recent advances and opportunities in scene classification of aerial images with deep models [PDF].
    F. Hu, G.-S. Xia, W. Yang, L. Zhang
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Spain, 2018.
  15. Sketch-based aerial image retrieval [PDF].
    T. Jiang, G.-S. Xia, Q. Lu.
    IEEE International Conference on Image Processing (ICIP): Beijing, China, 2017.
  16. A generic framework for the structured abstraction of images [PDF] [Code]. (Oral)
    N. Faraj, G.-S. Xia, J. Delon and Y. Gousseau.
    Expressive-NPAR 2017, July 29-30, Los Angeles, USA, 2017.
  17. Texture Synthesis Through Convolutional Neural Networks and Spectrum Constraints [PDF], [Codes]. (Oral)
    G. Liu and Y. Gousseau, G.-S. Xia.
    IEEE International Conference on Pattern Recognition (ICPR): Cancun, Mexico, 2016.
  18. Locally warping-based image stitching by imposing line constrains [PDF]. (Oral)
    T. Xiang, G.-S. Xia and L. Zhang.
    IEEE International Conference on Pattern Recognition (ICPR): Cancun, Mexico, 2016.
  19. Image stitching with perspective-preserving warping [PDF]. (Oral)
    T.Xiang, G.-S. Xia, L. Zhang.
    ISPRS 2016 - XXIII ISPRS Congress: Prague, Czech Republic, 2016
  20. Accurate Object Tracking by Combining Correlation Filters and Keypoints [PDF]. (Oral)
    X. Zhang, Z. Wang, Xia, G.-S. Xia, L. Zhang
    IEEE World Congress on Computational Intelligence(WCCI): Vancouver, Canada, 2016.
  21. Mining the spatial distribution of visual words for scene classification [PDF].
    J. Hu, M. Li, G.-S. Xia, L. Zhang
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Beijing, China, 2016.
  22. Stationary dynamic texture synthesis using convolutional neural networks [PDF]. (Oral)
    F.Yang, G.-S. Xia, L. Zhang, X. Huang
    IEEE 13th International Conference on Signal Processing (ICSP), pp. 1135-1139, 2016.
  23. Deep Sparse Representations for Land-Use Scene Classification in Remote Sensing Images [PDF]. (Oral)
    F. Hu, G.-S. Xia and L. Zhang
    IEEE International Conference on Signal Processing (ICSP), Chengdu, Sichuan, 2016.
  24. Delving into Deep Representations for Remote Sensing Image Retrieval [PDF]. (Oral)
    F. Hu, X. Tong, G.-S. Xia and L. Zhang
    IEEE International Conference on Signal Processing (ICSP), Chengdu, Sichuan, 2016.
  25. A supervised classification approach for PolSAR images based on covariance matrix sparse coding [PDF]. (Oral)
    N. Zhong, T. Yan, W. Yang, G.-S. Xia
    IEEE 13th International Conference on Signal Processing (ICSP), pp. 213-216, 2016.
  26. Quest the potential of spatial texture features for dynamic texture recognition [PDF].
    F. Yang, G.-S. Xia, L. Zhang, X. Huang.
    IEEE International Conference on Image Processing (ICIP): Quebec, Canada, 2015.
  27. A comparative study of sampling analysis in scene classification of high-resolution remote sensing imagery [PDF]. (Oral)
    J. Hu, F. Hu, G.-S. Xia, H. Sun, L. Zhang.
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Milan, Italy, 2015.
  28. A benchmark for scene classification of high spatial resolution remote sensing imagery. [PDF]. (Oral)
    J. Hu, T. Jiang, X. Tong, G.-S. Xia, L. Zhang.
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Milan, Italy, 2015.
  29. Fast binary coding for satellite image scene classification [PDF].
    F. Hu, Z. Wang, G.-S. Xia, L. Zhang.
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Milan, Italy, 2015.
  30. Finding edges of buildings via a junction process in high-resolution remotely sensed images [PDF].
    B. Xu, N. Xue, G.-S. Xia, L. Zhang.
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Milan, Italy, 2015.
  31. Dissimilarity measurements for processing and analyzing PolSAR data : a survey [PDF].(Oral)
    W. Yang, H. Song, G.-S. Xia, L.-C. Carlos.
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Milan, Italy, 2015.
  32. A novel Polarimetric texture structure descriptor for high-resolution PolSAR image classification [PDF].
    Y. Bai, W. Yang, G.-S. Xia, M.-S. Liao
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Milan, Italy, 2015.
  33. The bag-of-visual-words scene classifier combining local and global features for high spatial resolution imagery [PDF].
    Q. Zhu, Y. Zhong, B. Zhao, G.-S. Xia, L. Zhang.
    12th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), 2015.
  34. Texture analysis with shape co-occurrence patterns. [PDF].(Oral)
    G. Liu, G.-S. Xia, W. Yang, L. Zhang.
    The 22th International Conference on Pattern Recognition (ICPR): Stockholm, Sweden, 2014.
  35. Spectral active clustering of remote sensing images [PDF].(Poster)
    Z. Wang, G.-S. Xia, C. Xiong, L. Zhang.
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Quebec, Canada, 2014.
  36. Unsupervised feature coding on local patch manifold for satellite image scene classification [PDF]. (Oral)
    F. Hu, G.-S. Xia, L. Zhang, H. Sun.
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Quebec, Canada, 2014.
  37. Anisotropic diffusion on complex tensor fields for PolSAR image filtering [PDF]. (Oral)
    N. Xue, G.-S. Xia, L. Zhang.
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Quebec, Canada, 2014.
  38. SAR Image Segmentation via Non-local Active Contours [PDF]. (Oral)
    G. Liu, G.-S. Xia, W. Yang.
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Quebec, Canada, 2014.
  39. Semi-supervised feature learning for remote sensing image classification [PDF]. (Oral)
    X. Yin, W. Yang, G.-S. Xia, L. Dong.
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Quebec, Canada, 2014.
  40. Nonnegative discriminative manifold learning for hyperspectral data dimension reduction [PDF].(Oral)
    L. Zhang, L. Zhang, D. Tao, X.Huang, G.-S. Xia
    Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2013.
  41. Static and dynamic texture mixing with optimal transport [PDF].(Oral)
    S. Ferradans, G.-S. Xia, G. Peyre, J-F. Aujol.
    Scale Space and Variational Methods in Computer Vision (SSVM): Schloss Seggau, Graz region, Austria, 2013.
  42. A perception-inspired building index for automatic built-up area detection in high-resolution satellite images [PDF]. (Oral)
    G. Liu, G.-S. Xia, X. Huang, W. Yang, L. Zhang.
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Melbourne, Australia, 2013.
  43. Change Detection in Multi-Temporal TerraSAR-X SAR Images Using a Hierarchical Markov Model on Regions [PDF]. (Oral)
    J. Liu, W. Yang, G.-S. Xia, M. Liao.
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Melbourne, Australia, 2013.
  44. A Hierarchical Scheme of Multiple Feature Fusion for High-Resolution Satellite Scene Categorization [PDF].(Poster)
    W. Shao, W. Yang, G.-S. Xia, G. Liu.
    International Conference on Computer Vision Systems(ICVS): St. Petersburg, Russia, 2013.
  45. An accurate and contrast invariant junction detector [PDF]. (Oral)
    G-S. Xia, J. Delon, Y. Gousseau.
    The 21th International Conference on Pattern Recognition (ICPR): Tsukuba, Japan, 2012.
  46. Cascade Filtering of High-resolution SAR Images with L0 Smoothing [PDF]. (Oral)
    G. Liu, W. Yang, G.-S. Xia, W. Shao.
    International Conference on Signal Processing (ICSP): China, 2012.
  47. Compact representations of stationary dynamic textures [PDF].(Poster)
    G-S. Xia, S. Ferradans, G. Peyre, J-F. Aujol.
    IEEE International Conference on Image Processing (ICIP) : Orlando, USA, 2012
  48. Spatio-temporal interest points chain (STIPC) for activity recognition [PDF]. (Oral)
    F. Yuan, G.-S. Xia, H. Sahbi and V. Prinet.
    Asian Conference on Pattern Recognition (ACPR) : Beijing, China, 2011
  49. Texture segmentation by grouping ellipse ensembles via active contours [PDF].(Poster)
    G.-S. Xia, F. Yuan.
    British Machine Vision Conference (BMVC) : Dundee, Scotland, 2011
  50. Topograhic gray level multiscale analysis and its application to histogram modeification [PDF]. (Oral)
    C.He, X.-P. Deng, G.-S. Xia, W. Yang, H. Sun.
    IEEE International Conference on Image Processing (ICIP) : Hong Kong, 2010
  51. Fast semantic scene segmentation with conditional random field [PDF]. (Oral)
    W. Yang, D. Dai, B. Triggs, G.-S. Xia, C. He.
    IEEE International Conference on Image Processing (ICIP) : Hong Kong, 2010
  52. Structural high-resolution satellite image indexing. [PDF]. (Oral)
    G.-S. Xia, W. Yang, J. Delon, Y. Gousseau.
    Symposium: 100 Years ISPRS - Advancing Remote Sensing Science: Vienna, Austria, 2010
  53. Locally invariant texture analysis from topographical map. [PDF]. (Oral)
    G.-S. Xia, J. Delon, Y. Gousseau.
    The 19th International Conference on Pattern Recognition (ICPR): Tampa, Florida, USA, 2008.
  54. Compositional boosting for computing hierarchical image structures [PDF].(Poster)
    T.-F. Wu, G.-S. Xia, S.-C. Zhu.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR): Minnesota, USA, June, 2007.
  55. JBC: JointBoost clustering method for synthesis aperture radar images [PDF]. (Oral)
    M.-L. Liu, C. He, G.-S. Xia, Xin Xu, H. Sun.
    The 5th International Symposium on Multispectral Image Processing and Pattern Recognition (MIPPR): 2007.
  56. Urban extraction from SAR images using local statistical characteristics and Gaussian MRF model [PDF]. (Oral)
    G.-S. Xia, C. He, L. Yu, H. Sun.
    The 8th International Conference on Signal Processing (ICSP): GuiLin, China, November, 2006.
  57. An unsupervised MPM segmentation method using MRF on RAG for SAR images [PDF]. (Oral)
    G.-S. Xia, C. He, H. Sun.
    International Conference on Radar 2006 (ICR): Shanghai, China, October,2006.
  58. Model-based pyramid decomposition and fast browsing scheme for magnanimity image [PDF]. (Oral)
    Lei Yu, C. He, G.-S. Xia, H. Sun.
    The 8th International Conference on Signal Processing (ICSP): GuiLin, China, November, 2006.
  59. SAR image fusion based on Turbo iterative [PDF]. (Oral)
    C. He, G.-S. Xia, W. Peng, H. Sun.
    The 4th International Symposium on Multispectral Image Processing and Pattern Recognition (MIPPR): 2005
  60. An adaptive and iterative method for urban area extraction from SAR images. [PDF]. (Best Paper Award)
    G.-S. Xia, C. He, H. Sun.
    China Conference on Synthetic Aperture Radar (CSAR): Nanjing, China, 2005.
  61. Annealing dynamic programming and its application to MRF-based image processing [PDF].
    G.-S. Xia, H. Sun, L. Yu, C. He, W. Yang.
    The 13th Annual Conference in China on Signal Processing (CCSP): Qingdao, China, August, 2007.
  62. SAR image segmentation using MRF model based on regions [PDF]. (Oral)
    C. He, G.-S. Xia, Y.-F. Cao, W. Yang, H. Sun.
    Journal of Signal Processing, Vol. 21, No. 4, 2005. (in Chinese).

Patents

  • Gui-song Xia, Gang Liu, Fan Hu, Liangpei Zhang. The texture image classification method based on shape co-occurrence patterns, No.201410105398.5.
  • Gui-song Xia, Gang Liu, Fan Hu, Liangpei Zhang. The Non-Photorealistic rendering method based on topological trees, No.201410027475.X
  • Gui-song Xia, Zifeng Wang, Liangpei Zhang. The active spectral clustering method of remote sensing images, No.201420136015.0
  • Gui-song Xia, Fan Hu, Liangpei Zhang. Unsupervised feature learning for remotely sensed scene classification, No.201410262170.7
  • Gui-song Xia, Fan Hu, Liangpei Zhang. Fast Binary Coding for the Scene Classification of High-resolution Remote Sensing Imagery, No.201410262170.7
  • Gui-song Xia, Feng Yang, Liangpei Zhang. Dynamic texture recognition by aggregating static texture models.