BSc (Wuhan University, Wuhan, China 2005)
MSc (Wuhan University, Wuhan, China 2007)
PhD (Telecom ParisTech, Paris, France 2011)
Address: B.2-324, 3rd District, Wuhan University, Wuhan, 430079, China.
Tel: +86 (0)27-68779908 (O); +86 (0)18627086988/13886803010(MP)
E-mail: guisong.xia@whu.edu.cn; gsxia.lhi@gmail.com
Personal website: http://captain.whu.edu.cn/xia.html
Fields of interest
Mathematical modeling of images and textures; Image/video analysis and understanding; Structure from motion and 3D reconstruction; Machine learning in vision; Vision-guide unmanned aerial vehicles (UAVs); Remote sensing image understanding
Selected Publications
G.-S. Xia, S. Ferradans, G. Peyre, J-F. Aujol,
Synthesizing and mixing stationary Gaussian texture models,
SIAM Journal on Imaging Science (SIIMS), Vol.7, No.1, pp: 476-508, 2014.
– G.-S. Xia, J. Delon and Y. Gousseau,
Accurate junction detection and characterization in natural images,
International Journal of Computer Vision (IJCV), Vol.106, No.1, pp: 31-56, 2014.
– W.Yang, D. Dai, B. Triggs and G.-S. Xia,
SAR-based terrain classification using weakly supervised hierarchical Markov aspect models,
IEEE Trans. on Image Processing (TIP), Vol, 21, No. 9, pp: 4232-4243, Sep. 2012.
– F. Yuan, G.-S. Xia, H. Sahbi, V. Prinet,
Mid-level features and spatio-temporal context for activity recognition,
Pattern Recognition (PR), Vol. 45, No. 12, pp: 4182-4191, Dec. 2012.
– G.-S. Xia, J. Delon and Y. Gousseau,
Shape-based invariant texture indexing,
International Journal of Computer Vision (IJCV), Vol. 88, No. 3, pp. 382-403, 2010.
– G.-S. Xia, G. Liu, W. Yang, L. Zhang,
Meaningful object segmentation from SAR images via a multi-scale non-local active contour model,
IEEE Trans. on Geoscience and Remote Sensing (TGRS), Vol. 54, No.3, pp. 1860-1873, 2016.
– B. Zhao, Y. Zhong, G.-S. Xia, L. Zhang,
Dirichlet-derived multiple topic scene classification model fusing heterogeneous features for high-resolution remote
sensing imagery,
IEEE Trans. on Geoscience and Remote Sensing (TGRS), Vol. 54, No.4, pp.2108-2123, 2016.
– J.-G. Yu, G.-S. Xia, A. Samal, J. Tian,
Globally consistent correspondence of multiple feature sets using proximal Gauss-Seidel relaxation,
Pattern Recognition, Vol. 51, pp. 255-267, Jan., 2016.
– W. Yang, X. Yin, G.-S. Xia,
Learning high-level features for satellite image classification with limited training samples,
IEEE Trans. on Geoscience and Remote Sensing (TGRS), Vol.53, No.8, pp: 4472-4482, 2015.
– F. Hu, G.-S. Xia, Z. Wang, X. Huang, L. Zhang,
Unsupervised feature learning via spectral clustering of patches for remotely sensed scene classification,
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol.8, No. 5, 2015
– G.-S. Xia, Z. Wang, C. Xiong, L. Zhang,
Accurate annotation of remote sensing images via active spectral clustering with little expert knowledge,
Remote Sensing, Vol. 7, No. 11, pp. 15014-15045, 2015.
– F.Hu, G.-S. Xia, J. Hu, L. Zhang,
Transferring deep CNNs for the scene classification of high-resolution remote sensing imagery,
Remote Sensing, Vol. 7, No. 11, pp: 14680-14707, 2015.
– J.-G. Yu, G.-S. Xia, C. Gao and A. Samal.
A computational model for object-based visual saliency: spreading attention along Gestalt cues,
IEEE Trans. on Multimedia, Vol. 18, No.2, pp. 273-286, 2016