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SAR Image Processing

Key words : SAR images classification, change detection, object segmentation, etc.

Survey


Dissimilarity measurements for processing and analyzing PolSAR data : a survey .
W. Yang, H. Song, G.-S. Xia, L.-C. Carlos.
IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Milan, Italy, 2015.
[paper]

Methods


Unsupervised classification of Polarimetric SAR Images via Riemannian sparse coding.
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.
[paper]

Region-based change detection for polarimetric SAR images using Wishart mixture models.
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.
[paper]

Meaningful object segmentation from SAR images via a multi-scale non-local active contour model.
G.-S. Xia, G. Liu, W. Yang, L. Zhang.
IEEE Trans. on Geoscience and Remote Sensing, Vol.54, No.4, pp.2108-2123, 2016.
[paper] [Code]

Automatic ship detection in SAR images using multi-scale heterogeneities and an a-contrario decision .
X. Huang, W. Yang, H. Zhang, G.-S. Xia.
Remote Sensing. Vol. 7, No. 6, pp.7695-7711, 2015.
[paper]

SAR-based terrain classification using weakly supervised hierarchical Markov aspect models.
W. Yang, D. Dai, B. Triggs, G.-S. Xia.
IEEE Trans. on Image Processing (TIP), Vol.21, No.9, pp.4232-4243, 2012.
[paper]

A supervised classification approach for PolSAR images based on covariance matrix sparse coding .
N. Zhong, T. Yan, W. Yang, G.-S. Xia.
IEEE 13th International Conference on Signal Processing (ICSP), pp. 213-216, 2016.
[paper]

A novel Polarimetric texture structure descriptor for high-resolution PolSAR image classification .
Y. Bai, W. Yang, G.-S. Xia, M.-S. Liao.
IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Milan, Italy, 2015.
[paper]

Anisotropic diffusion on complex tensor fields for PolSAR image filtering.
N. Xue, G.-S. Xia, L. Zhang.
IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Quebec, Canada, 2014.
[paper]

SAR Image Segmentation via Non-local Active Contours .
G. Liu, G.-S. Xia, W. Yang.
IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Quebec, Canada, 2014.
[paper]

Change Detection in Multi-Temporal TerraSAR-X SAR Images Using a Hierarchical Markov Model on Regions.
J. Liu, W. Yang, G.-S. Xia, M. Liao.
IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Melbourne, Australia, 2013.
[paper]

Cascade Filtering of High-resolution SAR Images with L0 Smoothing .
G. Liu, W. Yang, G.-S. Xia, W. Shao.
International Conference on Signal Processing (ICSP): China, 2012.
[paper]

An adaptive and iterative method for urban area extraction from SAR images.
G.-S. Xia, C. He, H. Sun.
China Conference on Synthetic Aperture Radar (CSAR): Nanjing, China, 2005.
[paper]