A Multi-kernel Joint Sparse Graph for SAR Image Segmentation

@article{Gu2016AMJ,
  title={A Multi-kernel Joint Sparse Graph for SAR Image Segmentation},
  author={Jing Gu and Licheng Jiao and Shuyuan Yang and Fang Liu and Biao Hou and Zhiqiang Zhao},
  journal={IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
  year={2016},
  volume={9},
  pages={1265-1285}
}
Recently, more and more attention has been drawn on the study of sparse graph-based classification with respect to pattern recognition and computer vision. Sparse self-representation method features good category distinguishing performance, noise robustness, and data-adaptiveness. In this paper, a multi-kernel joint sparse graph (MKJS-graph) is proposed to segment synthetic aperture radar (SAR) images. At first, an SAR image is over-segmented to many superpixels. Then, a new multikernel sparse… CONTINUE READING
Highly Cited
This paper has 18 citations. REVIEW CITATIONS

Citations

Publications citing this paper.
Showing 1-9 of 9 extracted citations

SAR Patch Categorization Using Stacked Sparse Coding

IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium • 2018
View 1 Excerpt

A Fast Algorithm for SAR Image Segmentation Based on Key Pixels

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing • 2017
View 1 Excerpt

InSAR Patch Categorization Using Sparse Coding

IEEE Geoscience and Remote Sensing Letters • 2017
View 1 Excerpt

SAR patch categorization using dual tree orientec wavelet transform and stacked autoencoder

2017 International Conference on Systems, Signals and Image Processing (IWSSIP) • 2017
View 1 Excerpt

References

Publications referenced by this paper.
Showing 1-10 of 71 references

A Kernel Clustering Algorithm With Fuzzy Factor: Application to SAR Image Segmentation

IEEE Geoscience and Remote Sensing Letters • 2014
View 10 Excerpts
Highly Influenced

Unsupervised SAR Image Segmentation Using Higher Order Neighborhood-Based Triplet Markov Fields Model

IEEE Transactions on Geoscience and Remote Sensing • 2014
View 9 Excerpts
Highly Influenced

A new local feature extraction in SAR image

Conference Proceedings of 2013 Asia-Pacific Conference on Synthetic Aperture Radar (APSAR) • 2013
View 13 Excerpts
Highly Influenced

Context-Based Hierarchical Unequal Merging for SAR Image Segmentation

IEEE Transactions on Geoscience and Remote Sensing • 2013
View 8 Excerpts
Highly Influenced

Multi-task low-rank affinity pursuit for image segmentation

2011 International Conference on Computer Vision • 2011
View 16 Excerpts
Highly Influenced

Semi-supervised Classification via Low Rank Graph

2011 Sixth International Conference on Image and Graphics • 2011
View 15 Excerpts
Highly Influenced

Sparse subspace clustering

2009 IEEE Conference on Computer Vision and Pattern Recognition • 2009
View 4 Excerpts
Highly Influenced

Spectral Clustering Ensemble Applied to SAR Image Segmentation

IEEE Transactions on Geoscience and Remote Sensing • 2008
View 6 Excerpts
Highly Influenced